{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "try:\n",
    "    import text_recognizer\n",
    "except ImportError:\n",
    "    import sys\n",
    "    sys.path.append('..')\n",
    "\n",
    "from text_recognizer.datasets import IamDataset\n",
    "from text_recognizer.datasets import IamParagraphsDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Dataset\n",
      "Num forms: 1539\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset = IamDataset()\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading IAM paragraph crops and ground truth from image files...\n",
      "IAM Paragraphs Dataset\n",
      "Num classes: 3\n",
      "Train: (1229, 256, 256) (1229, 256, 256, 3)\n",
      "Test: (308, 256, 256) (308, 256, 256, 3)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "paragraphs_dataset = IamParagraphsDataset()\n",
    "paragraphs_dataset.load_or_generate_data()\n",
    "print(paragraphs_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAEgCAYAAABsCt3QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXl8VeW1///ZZz4554SQkIkMBEKYwhAmQQNIEWetKGKxlDrXtlbrcH1dtdXLrbet/d3WodXeW619aa1+va1YpXXk4lBQ8aKYikiYIhACIQwGkpOcnGn//kjWZu0n+yQHkpiTsN6v13klZ4/Ps/c+z/PZa61nPZqu6xAEQRAEQRB6H1t/F0AQBEEQBGGwIkJLEARBEAShjxChJQiCIAiC0EeI0BIEQRAEQegjRGgJgiAIgiD0ESK0BEEQBEEQ+oh+F1qapp2nadpWTdN2aJp2V3+X50TQNG2XpmmbNE2r0jTto45lmZqmrdY0bXvH36H9XU6Opml/0DStQdO0z9gyyzJr7fy64958qmnatP4ruZkE9VihaVpdx/2o0jTtArbu7o56bNU07dz+KbUZTdOKNE17W9O0zzVN26xp2g87lg+o+9FFPQbU/ThZBmobNhDbL2BwtGGDof0CBkcb9pW0X7qu99sHgB3ATgCjALgA/BPAhP4s0wmWfxeAYcqy/w/AXR3/3wXgF/1dTqV88wBMA/BZd2UGcAGA1wBoAGYD+LC/y99NPVYA+BeLbSd0PFtuACM7njl7CtQhH8C0jv8DALZ1lHVA3Y8u6jGg7sdJ1n3AtmEDsf3qKNeAb8MGQ/vVUbYB34Z9Fe1Xf1u0TgOwQ9f1Gl3XwwCeB3BJP5epp1wC4OmO/58GsKgfy9IJXdf/AeCIsjhRmS8B8Ee9nfUAMjRNy/9qSto1CeqRiEsAPK/repuu618A2IH2Z69f0XV9v67rGzv+bwKwBUABBtj96KIeiUjJ+3GSDLY2LKXbL2BwtGGDof0CBkcb9lW0X/0ttAoA1LLve9F1BVMNHcCbmqZ9rGnadzqW5eq6vr/j/3oAuf1TtBMiUZkH4v35QYdJ+g/M7ZHy9dA0rQTAVAAfYgDfD6UewAC9HyfAQK7LYGm/gAH8m1EYsL+XwdCG9VX71d9Ca6AzR9f1aQDOB3CTpmnz+Eq93c44oOY4GohlZvwXgFIAFQD2A/hV/xYnOTRN8wNYCeBWXdeP8XUD6X5Y1GNA3o9TiEHXfgEDt9wYwL+XwdCG9WX71d9Cqw5AEfte2LFsQKDrel3H3wYAf0W7+fAAmUI7/jb0XwmTJlGZB9T90XX9gK7rMV3X4wCewHFzbsrWQ9M0J9p/3M/quv5ix+IBdz+s6jEQ78dJMGDrMojaL2AA/mZUBurvZTC0YX3dfvW30NoAoEzTtJGaprkALAWwqp/LlBSapvk0TQvQ/wDOAfAZ2st/VcdmVwF4uX9KeEIkKvMqAN/uGCkyG8BRZg5OORRf/6Vovx9Aez2Waprm1jRtJIAyAP/3VZdPRdM0DcCTALbouv4gWzWg7keiegy0+3GSDMg2bJC1X8AA+81YMRB/L4OhDftK2q+eRuz39IP2UQjb0B65/6P+Ls8JlHsU2kce/BPAZio7gCwAawBsB/C/ADL7u6xKuf8f2s2gEbT7lq9LVGa0jwx5rOPebAIwo7/L3009nuko56cdP4Z8tv2POuqxFcD5/V3+jjLNQbtJ/VMAVR2fCwba/eiiHgPqfvSg/gOuDRuo7VdHGQd8GzYY2q+Ocg34NuyraL+0jp0EQRAEQRCEXqa/XYeCIAiCIAiDFhFagiAIgiAIfYQILUEQBEEQhD5ChJYgCIIgCEIfIUJLEARBEAShj+gzoaWd4Iz2bAqIActgqAMwOOoxGOoADI56DMQ6nIrtFzA46jEY6gAMjnoMhjoAPa9HnwgtTdPsaM+VcT7aZ7q+UtO0Cd3sNhhuyGCoAzA46jEY6gAMjnoMqDqcwu0XMDjqMRjqAAyOegyGOgA9rEdfWbQG24z2giCcOkj7JQhCr+Hoo+NazW49i2/QYYojlTi9Y9mAz546GOoADI56DIY6AIOjHgnqcEjX9eyvvDDd0237BXRuwwbDfQIG9fM24BgM9RgMdQCs66HrupbMvn0ltLpF1/XHATwODJ4bIQjCCbG7vwvQE6QNEwQhGfrKdZiSM3QLgiAkgbRfgiD0Gn0ltAbkjPaCIAiQ9ksQhF6kT1yHuq5HNU37AYA3ANgB/EHX9c19cS5BEITeRNovQRB6E03X+z+0QOIbBOGU5GNd12f0dyF6A2nDBOHUI9lgeMkMLwiCIAiC0EeI0BIEQRAEQegjRGgJgiAIgiD0ESK0BEEQBEEQ+ggRWoIgCIIgCH2ECC1BEARBEIQ+QoSWIAiCIAhCHyFCSxAEQRAEoY8QoSUIgiAIgtBHiNASBEEQBEHoI0RoCYIgCIIg9BEitARBEARBEPoIEVqCIAiCIAh9hAgtQRAEQRCEPkKEliAIgiAIQh8hQksQBEEQBKGPEKElCIIgCILQR4jQEgRBEARB6CNEaAmCIAiCIPQRIrQEQRAEQRD6CBFagiAIgiAIfYQILUEQBEEQhD5ChJYgCIIgCEIfIUJLEARBEAShjxChJQiCIAiC0EeI0BIEQRAEQegjRGgJgiAIgiD0ESK0BEEQBEEQ+ggRWoIgCIIgCH2ECC1BEARBEIQ+QoSWIAiCIAhCHyFCSxAEQRAEoY8QoSUIgiAIgtBHiNASBEEQBEHoI0RoCYIgCIIg9BEitARBEARBEPoIEVqCIAiCIAh9hAgtQRAEQRCEPkKEliAIgiAIQh8hQksQBEEQBKGPcPRkZ03TdgFoAhADENV1fYamaZkA/gdACYBdAK7Qdf3LnhVTEASh95E2TBCEvqY3LFpf03W9Qtf1GR3f7wKwRtf1MgBrOr73CE3TenoIQRCERPR5GyYIwqlLX7gOLwHwdMf/TwNYdDIH0TTN+Oi63muFEwRB6IZeacMEQRCAngstHcCbmqZ9rGnadzqW5eq6vr/j/3oAuSd1YF03PoIgCH1En7VhgiAIQA9jtADM0XW9TtO0HACrNU2r5it1Xdc1TbNUSh2N2nes1gmCIHxFSBsmCEKf0iOLlq7rdR1/GwD8FcBpAA5ompYPAB1/GxLs+7iu6zNYXEQnyHUoCILQF/R1GyYIgnDSQkvTNJ+maQH6H8A5AD4DsArAVR2bXQXg5ZM9h7gOBUHoK76KNkwQBKEnrsNcAH/tsDg5ADyn6/rrmqZtAPBnTdOuA7AbwBXJHIwsV1bCSrVqifgShIFLV7/1r5hebcMEQRCs0FKgsYPdbtfdbjfi8Th0XUc8Hgdg3RDTOk5f10GEniD0zu+AjmGz2RCLxT4eLG63RHFcgiAMXnRdTyq2qafB8L2Cx+PB6NGj0dLSgmAwiFAoBKC9IW9ra0M8HofNZjOJrFgsBl3XYbfbjWVcqNlsNiM1BN/PZrMZ2/JtaJkVfB8AvZZyQlJXCF3R1fPR3TrALIS4SFKf556Uj/8udV3vdG5FWMFms8Hr9cLhcKCxsbFH5xcEQRgIpITQ4thsNqPxpoacxBQJKQCGgLLb7YjFYsb+vPNIVsR01+H0tENKhIgsoSu6ej568uyoFuMTHXDChVpX1udkyiAIgjDYSQmhlShmg77zt+ZEfwnqBNRlibY7mQ5LBJIwEOC/q2RiHwHz7yeRGDpZkUSjiK1+o4IgCIOVlBBaAAw3HmDdAfDOwmazdXIJWrksEsV4deU6UfcR954wUDnR57a3BZDqWqRziNASBOFUIiWEFo/jUEUWF192u930RmzVkJMw4kKMx3ERybyVSw4vYSDSncBKFMNFv4mTEUKJfreE1W9UEAThVCAlhFZXjS5v9Ol/Cqy12kZ9e+ZxXckgnYAwmOlOEKkiy0p0JRpcwpclepGRlxdBEE41UkJocasVb9jJikWjlUhcWbkMAevgXquOo6tOgYssPopKEAYa3T27Xf1OEi3rDnUf+k3TuRwOB2w2GyKRyAkfWxAEYSCSEsESfGSh0+mE0+nstJ5GIRK84eaok1FTAK7dbk/4dm6326HrusklSX+58KIyJiO+6Jx8365i0NRzqOfi9eTH5seycpGqZbLC5XKZvjscjoTbdjUtklr27sqXzLGSudZ0bdRnQb3eiY5F+/HyJTqWek/V9V3t0932ifZXr1Oy4p//FrqbpJ1GEJ7ICFz+TFvB47FsNhvcbjfsdntS5xEEQRgspITQAto7D4fDAYfDAbvdbhJGtI4abv6x2k/tmHgH01UAPO1L+blUCxl3V/LlqjBxOBymGDFN04y8X1YdE++wYrGYES9DZXC5XIhGo3C73Ub5YrGYqYwOh8PYlzp0Xi4qkxXhcBgA4PP5AADRaNSyrDz+jdefoPpSOVShyq8HP5YqcOh68TInEpGapiEajcLhcCAajXY6PgDTX1pndR94uelYdG66D+ozYFUuEml0PtqH/ibrnlatq6ogPhm6E2ndWbH4b08VblYxlnROei7pRUp9mRIEQRispIzQ6qqB52/FfIg4/6suA5KfK5E6wHA4DF3XDdFCdJV2AugsTKLRKFwul6VYoU6bCyKefJWWfeMb3zDEFrlZ2traTNeJhAEXGdzF6nQ6UVlZaZSJxChdr6ysLONYmqYhGAwa//PlViM6SQRxkThlyhT4/f5OgmzixIlGvei6cIHFrzVdS/qfzkcizeVydRLRJIz4oIpp06aZRBUXRFy82e12RKNRYz23bPLr7HA4DEHqcrkMl3YsFoPb7TbKoQo+vpzXP1noeR49ejQCgYBJXJ8MJ7Ivt3JZvaAkWkdlpuvLX5poe4mDFAThVCGlYrRisRii0ajRgRGxWKxLVwO3VpEliZaRGOlqX3Jn2Gw2TJ06FXPnzkVtbS1Wrlxp6TrsrkzcisGtKLqumywlvI7UcTscDrhcLowZM6ZT0L96DlVIqslbR4wYgb179wKASQDQ9/PPPx/PP/+8IW74/uqxVLFFxyLLWiAQwPz583HkyBG0traarvuECROwefNmnHnmmXjnnXcSWgipjImskZqmwefzIRwOm0QhXWParqCgABkZGabyUnn49QoEAigvL8d7771nOpbVM0NiLBaLIRwOm9x6bW1txrn4doTNZjOuF4m1ZODlOfPMM/H3v//9hK1iXWFlmeTpT1S6+g0mE89Fx6bfudD7rFixor+LIAhJc6o8rylj0QJOPhFoNBq1fLNONg6EOq+CggLMnz8fjz32GLKzs43OmjqieDzeSQRaxf9w0UT14hYcK6sEbR+NRtHW1oa0tDTE43GTu8hKwFH9+To6L7dYUUfI3aOBQMCwdKl14IKLzkfb0LmpbLFYDEuXLsWf/vQn7Nmzp5Pbz+fzQdd1jBw50jgW75jpHFSPRPFEuq4jKysLhYWFndyDPKartLQUBw4c6OSW5NdR19und8rPzze5BFVBSf9bWTnpPjocDrjdbtO14/eavncVA2YFv8cFBQU4fPiwqfy9hXqsE4mh6iovlmq9IoszuRAFQRBOBVJGaNlsNlOcFbkbqLOxatB5HJRVpnjVlWgFNfy6ruP222/HCy+8ALvdjmAwiOzsbFOHqAY1k2Cg/bkbi1xSqouQl1GN6+Lbk9uQLCAkXBLFXPF4NhJPFHOlaZpxHN7pp6WlGZ1eTk6OUW7uEuTWHS5+dF03LDt2ux0ulwuHDh3qVFeqC9A+pyUXZ1zA8nsKAH6/33SfaL9hw4Zh6NChprpza53L5UJBQQH27NljEkf8etG1am1txWuvvWZcG9XCw+vL3Yv0TFC5SRxzNyoJDC7guABLxqJDz67D4UBxcTGi0Si8Xq8h7k6WRCK2J/tTeVWsfoOSsFQQhFOJlGvxVFGlNt5WYivRcfj2XTXusVgM5eXlqK6uxu7duxGJRDBhwgTs3LnT6FQoIL07uGWF4nGos3W73YZI4DFlADq5FPPy8kyB7nw9iSm3220SLqoYy8/PR3NzMzwej7EfHcvn82Hfvn2Ix+NwOp1YsGAB/H6/KXCbW4usLHdkxYnFYnA6nYaw4XFofr/fKHt2drYhaqyC1fnov9GjRyMnJ8fYluLU8vPzUV9fb+ynuhvb2tqQl5eHYDBomWtNdesFg0F4vd5Oljt+vdxuNxwOB8aPH4+srCxTXBa/DnT8jIwMZGRkYPr06caxqYxW1zER9OxMmTIFmZmZcLlcyMjIgNfr7XXXGy9Pd9nbEw0m4PuSALfb7SZRSHWSGC1BEE4VUiJGCzC75bpyXSQTq6U24qqrRQ1St9vtqKysxPPPP2/q5H/729/iRz/6EZYsWYLGxka8+OKLRgwZjzPSNA3Tp09HMBjEoUOHUFhYCACYN28enn32WUyePBmTJk3CqFGjcOjQITz66KNobGw0lZEsP06nE2lpaWhsbMSkSZOwcOFC/PnPf8axY8cQiURgt9txxRVX4JlnnsE111yDSCSCF198EbFYDBkZGXA6nZg8eTLefvttjBgxAldddRXWrFmDOXPmoKioCA0NDfjwww9x2WWXIRwOo7GxEW63Gy+++CIuvPBCnHHGGfjpT3+Ko0ePAoDhVlOv6ZgxY3DWWWfhpZdeQjAYxKRJkzBx4kRs2rTJNNHw9OnTMWnSJIwbNw6RSARjx47F1q1bMXPmTLhcLqxbt84QP2rcl8fjgcPhQCAQwJdffomMjAwUFRXh1VdfNe1DYis/Px8HDx5EIBDA+PHjsXnzZpSWlqK2thZpaWmIRCLIysrC4cOHDbH13e9+F1VVVfjwww9NzwfdjxtvvBFHjx7FjTfeiDfeeAMA0NDQAKfTiV27dmHcuHHYuHEjPvnkE5xzzjnYvHkzKisr8f3vfx+/+c1vMGbMGHzxxRcYM2aMIepWr16N008/HS+99FLCZ5me2zPOOAP33nsvIpEIsrOzcd555yEQCOCRRx7pVqwk62JURVYi1HVqPjv+4qCKNS4wuxJqgiAIg42UsWiRi8Rq2DgPKHc6nUbCw0SjndTGnI/y4zm7gOMjz3JyctDW1ga/349bbrkFI0eOxOHDh3HJJZdg6dKlKC0t7ZTclI6TlZWFf/mXf8EvfvEL/Nu//RuuuOIKPPDAAygpKUFpaSmKi4tRXFxsuH3a2toM6w+VLRaLYfjw4fjpT3+Kn/3sZ9i1axduuukmfPnllxg1ahT+/d//HQ8++CCWLFmCUaNG4fLLL4ff70coFMLy5ctx55134qyzzoKmaZg5cyai0Siys7OxZs0a3H///aiqqkJdXR08Hg9GjRqFpqYmPPHEEzh48CAuuugiTJ48GVOmTEFtbS3OP/98XHDBBbjwwgvx2muvITMz01TnkpISXHzxxXjllVcwZcoUTJgwAa+++io+++yzTtMejR8/HqtXr8bevXsxadIk/Md//Afmz5+PK664AkVFRabYMsLn86G8vBwHDhzAkiVLsGzZMlx00UW49NJLMW3aNDgcDtx2221wuVy46aabEAgEMHr0aJx55pnIysrCggULMGTIECxatAhLly7Faaedhttuuw2ZmZm49957DQsfAKxbtw6FhYWd3IaapqG8vBxFRUVYv349Pv/8c1RVVeGJJ55ARUUFXn75ZVx88cXYvXs3AODSSy9FZWUlysvLUVtbi5deegn79u3DBx98gMrKSrz11luGwLzhhhuM+DmHw4GxY8fC5/N1cge6XC5UVFTg97//PWpra3H06FGsWbMGxcXFCAQC3YqVZIQYtyDT800vPYA5nQPfR/2tcTc+LefufHWQirgPBUE4VUi51o67HEgY8dFXvEPkbkE1BsSqIeedAV+WlpaGIUOGICMjAz/+8Y+xcuVKhMNhhMNhHD16FO+99x527NhhxBjRuckdlJeXh7S0NOTl5WHjxo0YM2YMVq9ejfr6eixZsgRffPEFNm/ejPfffx9Hjx5Fbm6ukQKCcLvduPTSS/Hf//3fiMViKC4uxuTJk1FSUmKM1srIyMC7776LWCyGnJwcjBgxAjt37sTMmTPxzjvvoL6+HtFoFNu3b8e3vvUt7Ny5E1u2bMGLL76IiooKhEIhFBcXo6GhAdXV1aitrUVdXR0+++wz5ObmIh6Pw+fz4a233sLixYths9lwzz334PDhw6bYong8jra2Npx22mnYuHEj4vG4US66puTKrK6uxvvvv49QKASn04kVK1agvLwcbrcbGzdutExiWlBQgJaWFowfPx47d+5EOBzGjBkz8Je//AVNTU3Iz8/HuHHjMG/ePOTk5CASiUDXdeTn5yMQCGD9+vWGhWrlypX44IMPUFdXh3nz5qGxsRH5+fnIycmB3W7HBRdc0CktBblmS0pK8OGHH6K+vh52ux1DhgzBzJkzEQqFMGPGDEQiEeTm5iIvLw+rV69GdXU1/vnPf+KDDz7AgQMHkJ2djcLCQhw8eBANDQ3Ytm0bHnvsMfz973/H5MmT4fP5EI1GcdVVV+Hyyy83xYFpmoZJkyZh/fr1eOedd7Bp0yYAQGVlJSKRCIqLi0/+R8ZINOWOVfxcV6gjF+lY9GJDvxkScZIZXhCEUwUtFWIlMjIy9PHjx6OlpQXhcBihUMhIEcBHokWjUaMjIIuWw+EwdQZqwLk6Wo5EC+8MHA4Hbr/9dgwfPhxPPPEEamtrMWvWLNTU1GDfvn0YNWoUDh48iIMHD5pyXlGsTmFhIcrKylBbW4sDBw7AZrNh+fLlePLJJ+F2uw2313nnnYdXX30VjY2NpsB3cplVVFTgmmuuwZtvvgmn04mmpiYAwPr16+H3+3Hs2DHE43Hk5+dj//798Pv9OHLkCHw+H5qbmwEAJSUlsNvtOHDgAFpbWw0XWFpaGkaNGoXPP/8cPp8PsVgMLS0tRj3S0tIwYcIEfPTRR0bnGIlEOqVboOH5Xq8XoVAIAJCZmWmMiONQB0sCwuv1orW11bgfiYRzXl4e4vE4IpEIwuEwTjvtNBw6dAh+vx9OpxNZWVnYu3cvmpubMXPmTKxZswaBQACnn346Dh06hA8++AANDQ3IyMhAMBhEOBw2zv/kk0/i1ltvxf79+420FOQm5c+LmpxU0zS43W60tLTA6XQaaR3IbcnrCgDp6ek4duyYUWd6cXA6nSgvL8cNN9yAG264AZrWnrKCnnd+PnJ3xuNxIyaPW0B7GqeVaKCIKq6sXIBW64Djlkw6BsWvcbciPfONjY0f67o+o0eVSBE0Tev/hhSnznB5YXAw0J9XXdeTioFIGaE1ceJENDU1dSm0eOwWxXJxocVdFABMwqoroUUdDlnQqFNramoy0iyQqOCB7HwUGZ3f5XIhHA4bAq6trQ1ut9tUDxJobW1tppFlbW1t8Hq9CIfDhhuJxAg/l+pqo2PxYHSymIXDYUM0xGIxI9lma2urSSSQeIpEIrDZbEbQOgk1td60jkZGUhkIq7xdaqwXD2Tngfeq4FDX8WX0vyp0+DYulwuBQADnn38+RowYgeeffx61tbWmnFb8WhB8xKI6GIHHcdFzQYHfFMdH8GPed999+PWvf42vf/3reOaZZzql6+DCm5/Xqu7JYuViVOMUeUJRla4Gpqjuee6CpOeN6kL3iOp4+PBhEVq9zEDvuIRTi4H+vCYrtFLGdagmAOVuByDxKC2KBVHFltXw9URuEBIWsVgMoVAINpsNLS0t8Hg8iEQiRhA6d1XS3IskYKgDJJFFKRXoLw/25+kWqMxkdaFyUMoAujZ8ih3guLWIBBq3HKnJMbmbJh6Pm0QWHQtoT3cQjUZNZePiSBVZvNxUVj5IgKARm7quG9MI8XJaQSKOCxArUUJl45ZG2oY693A4jNLSUuzYsQNHjhwxXFdUVlVw0r3iI0JpmifuXqRzkoWLXKo8LxlPMRGLxbB//37cfffdqKioMK4Jz8nFRyfSefk9pxGwyXAiQeeJBqCoIkud/oqjphuh3wwXXvwjCIJwKpASow6p0wSOCyI1KJfHeKiB8l29jatYWQPIgkRv4CR0eAAv7+hpmZrLShUQiSwvAEyigc5NnTtZh7j7io5JHTHP4QQcF0G0nr7TsahuJLrovNx6ZZWZnTp3tXPk/6vJPOn4dBye0oEEGbeUqdeFX2tuBaT9uJWPX3PVAsWF3MaNG7Fw4UK0tLRg//79pvtG25GFlF8Dqps69yEvHwlquqZcbPFnxm634/e//z1isRg8Hk+nZ8Lq2vFn6UTFiWq1omWJ6GpUIV/Gp7hSl1u9LMkE0oIgnMqkhOtw6NCh+sSJE3Hs2DG0tbUhGAwiFAoZnTu9PXOrFxcmhDqyCTAH5qrWGOqIeD4mACb3GkGix6rTSCQUuLtMFViqO4p33vS/ehy1HgBMosrqGHw77t7hZVFdglbls7pO/Dom2p6OxUdYOp1OI4DdyhWm3lNu0eJuRKs589R6q/Uhd6qVWy7R+dVnw8qtyvdTy8Rdt+q5Et0z7pa0sv4lqueJYmXxUl9cErkOrUQij9FyOBxwOp0m9z1ZumKxmLgOBUEY0Awo16Hq6qPGmIKH+QgoK5cg31+1iFlhtZy7h8LhMFpbW02JKCORiNHRc1cPcLxT5B2p2jmq7iirzpa7mtxutyGy6DiqFYcvo87cKo6Ll5Vbp7h7jpeNuyHpeNTZqhYWOq4a36RmqufQ5N1UHt6BcysPbeN0Ok3zMdL1VOO9+L1NZMkhkcSnHlIFCz83bcutc+S2VYP5+XPI3XbkDqZzWY3Q42XmopLciXROnqC2N1B/P1Qmfn15HJqVW57qyl2FfDm3lKmWakEQhMFOSggtgjoXaqy5ywiAEa/C3VjcjaYOK7eKqeKxVmpnzK1k3CUEdM4Yzq0xqkuNWyMILizU43E3IokScrGpVqJEQo3KamWZSdSpqe5AtWx8Pb/eibByLXZVb4J3xIlcu4mOS3Axqq63siLRsbi4VMvARSBZtmg/K3ef+j2RtVh1fat1sLpf9Ns40Umprb7zv2q9E9WDv7jwfdS4K9qGz/PJj0UvT+r1EwRBGKykjNBKJAZ4R9ddrEeiJIg8FsjK/Zeow6GPlbjoKis2twb0lms2UecMdBYf3BLVUxIJq95MOMndZUBnt2VPsIptIqFkFT/Ht+eC2srKleqozwkffUvru3o+6Xf97JsMAAAgAElEQVRhZR1MtF9X1uRkA/MFQRAGEykjtKiTU91IiSaj5W6J7oLh1RFSyVobukN1x/W2uLI6X1fxTARZF/qiHL19TCs3Wm+ewyqGS13PY9ZUFza3WpKLFkDSI//6m0TiRr0OXFQlI6S6Or6V0FLvswTIC4JwqpAyQotbhdRYD06i5bzh7u6tmgs6PuVPotgTlUTbckvSV/X2rsYE8Wlc1CldenJ8Dll9eqOOVpY6K9dcT7ASc2r56f7xdAo8gJ8g192JuPD6CyvXeFcvGFbxZYkgV7wV3PWfiL56GREEQUg1UkZocci9x4NyE4kn/v1kGu9EbkT+Zp/scblb8qvsSE6mrCdzjr5CFYh+v7/PgqVJOFFqDu4qpDQOqrjSdb3TdEkDAf48+P1+07pE1/dEnh8esA8kP12PIAjCqURKCi0V1YUIdA54p+1oXTKoAe5WAdHJ4PV6kZGRccL79Ra8vrFYe4b37hKCnghqCgZd1zF06NBeqSsdm0b2ud1uzJkzp8fHJdTYKgAoLS1FYWGhsR4wJzjlZSMByHON8TxZAwGHw4EJEyYY35O1unYn3PkLEHebi2tQEAThOCkptLjr0Epg8dgsnoEa6CyYuhJdViPOToaxY8eitLTU6Ki/6hFVfDSYpmkYO3Ysxo8f32vlsLqG06ZN6xUrlzri0Ol0YsyYMQB6x4qmdvh2e/tE0mrCV7vdjoqKCowcOdIQZ3xEqaZpKC4uNgTZQAiG5+kipk2bZsRBdmd15YNATuQenIjwlsD43kcdxCMf+QzGz0AkZYRWNBq1TP7YFVYj/3hKBzXmy+qYiWJJuAsx0egrIiMjA36/38hOzkfRfRUdCi+/ruvIz89HYWFhr7nfuJCjOo0fPx5Op7PHx6YAc6/XC6DdctSb8U/q86RpGhYsWIB9+/YZ25D7cPjw4Sa3JR91aLPZMGbMGDgcDlx77bWmY6Y6uq6jpKTEMhP/yR6PX5dE6VIS0ZsjVgVBEFKdlGjxuIuGzydHMU/UqAPHUyeQqFHdFKoosNlsxrQz6ghG3kHwxJzUkZCQuPDCC+HxeIx9udWKhAdNOp2fn98pTQBtR39VtxOvu7qM78s7Mh4zRMupvK2trcjKyjKtT+Qu4h0u/5+fn64/3RO6Tj6fr9N+VuXlgpNv63K5jPOMHTvWSLrq8/lMMVTd5X9Sj2s1epXExYIFC1BbW2sIMLJeUe4zfp+5gI3FYsjLy0M0GjXqbXVu+m51va1G+lmhPh/8WFb70LNA11mdHxE4PgUQLUt2uiqrN0l1cIFVHi3g+MuT6lqk2R4EQRBOBVKqtVMb30QWKEp6mCjxIXUMfAofFd4hzJo1Cz/4wQ/g8XiQl5eH2bNnG1Ot2Gw2VFVVIRwOw+l0wufzderwhg8fjkgkArfbjfLycqOc3JXocDhw0UUXmaaCIQHE5zEEAJ/Ph+uvvx5Dhw7FsGHDTMH5tB+PGSJoWWNjI3w+nyFkuEBSrxdP0MqFIXeN0THsdjtcLhd0XcfBgweRk5MDoF1c0mTRVJ6SkhIjqz8FTVPWe4fDgdLSUjzwwAPIzMxEPB5HTU2NMfk2XdNly5YZwlfTNEyaNAkAkJaWBpvNhtNOOw1er9fIoq/ef/6d6jF9+nTs3LnT2J6PQiSxbLfbTQHvNpsNbrcbTqcTHo8HwWDQNM8lHYNnbVdzm/FplGgGAsLtdhvf3W63ScyR+MzJyTFZo7hoovsej8exYMEC/PCHP8Rdd92FKVOm4NJLL8WECRNQUVGBOXPmGPXqqQmex02qvwc1ES5HTS4sCIIw2EmJiF7qQGi+PV0/npxUnZSWd4w0hxq3eKnwSXD5+fj2c+bMwQsvvIDi4mIsWbIE+/fvR3FxMXJycpCbm4v6+no8++yzKCwsxA033IB//OMfKCkpQSwWwwsvvACPx4Ovfe1r2Lp1K3bs2IFhw4YZFrGysjI0NjbivPPOg91uR15eHp566ikjk3s8HkdWVhauuOIKAO0i4uDBg9i1axfOO+88DB8+HKFQCGvXrsXcuXNRUlKC0tJSrF27FvX19Th8+DCys7OxYcMGjBo1Ci6XC3v27EFOTg4mTZqExsZGNDY24tZbb8WDDz6Ia6+9Fg8++KBxrXmgO///61//OiZPnoxAIIC3334bADB69GiEQiHk5eVh9OjR2LZtG6666ipEo1Hk5OTg//7v/5CRkQGfz4eysjK88MIL2LZtG4DjcwTS38WLF+Phhx/Gtddei9raWrz33nu4+uqrsXnzZuTk5OCyyy5Dc3MzJk2ahKqqKgDAokWLUF1djeXLl2PdunUoLS1FZWUlHnroIeNe8jrwuSJ1Xcejjz6Kv/3tb6isrERxcTGys7Mxe/ZsrFmzBtdddx3q6uqwY8eOTkKBhE5ubi7y8/NRWVmJffv2YcuWLbjjjjvw2GOPobq62iR+eSqF2bNnY+rUqWhsbEQgEEAgEEBVVRUqKipQU1ODtWvX4tChQ9A0DZdffjmOHDmCkpISfPLJJ2hubsbo0aNRUVGBX/7yl8jLy8OwYcMwZ84c/PGPf8TBgwcNC1VeXh4mT56M6upqzJ49Gw899BDuvvtujBw5Etu3b8eWLVtMk2/3FFUscTd8okmmT3TAiiAIwkAnZVo71e1gJY54jAlfRvBcXPRRM7bTdnyfF154Aeeffz50XUddXR1effVVDB8+HOFwGA8++CA0TUNJSQnmzp2LP//5zzj99NNRXFyMOXPmIC0tDXl5eQgGg7jzzjsxdepUXHnllbjjjjuwZMkSLF68GLfccgtGjx6Nmpoa/O1vfzPlcLLZbLjllluwcuVKhMNhtLW1YfHixdA0DceOHUN9fT08Hg8yMzOxZs0apKen49vf/jaCwSAWLVqE999/H1OnTsXs2bORlZWFVatWobGxETNnzsTs2bMxb948XHfddQiFQmhqasLBgwdxySWXmK6rpmmGpYqsJQsWLMADDzyA1157DSNHjkRJSQmeffZZ+P1+rFu3Dq+++irGjx+Pe+65B/n5+di/fz8uvPBCvPHGG3j55ZcRDAYxevRow8pDwpLcuLFYDKNGjcLu3buRk5MDv9+PlpYWrF+/HqWlpXC5XMjNzcWmTZsM914gEMC0adNw1lln4aKLLsJLL72EIUOGmNyxdL+5BSkajWLRokX4y1/+YtR7xYoVGDNmDPLy8nDdddfhkUceQVZWFoYMGWJ6Nug+lZeXIycnB6NGjUJubi7OPfdcrFixAo2NjTh06JDpuaIUEUC72KusrMSLL76It956C5WVlQiFQpg3bx4+/vhjvPLKK8b+drsdHo8HZ555Js4++2zMmDEDt99+O+6++26EQiFMmzYNDz30EHw+H5xOJ5qamkznPXbsGMaOHYs77rgDJSUlaG5uRmFhISoqKvD222+joaHBcCH2RnxZd1Yxnji3qwSmgiAIg5mUsWgB7UJIHc2lTh6spnrgMVh8Ge2rwt+yyXWXlZWFtLQ0jBkzBrNmzUJRURGeeuopTJgwAeFw2OjE6+vrUV1djUcffRR2ux1z5szBtGnT4PF4sGrVKjidTlRUVODo0aPYtWsXNm3ahDlz5mD37t246KKLUFBQgCFDhqChocFwA0YiEaxZswZ33HEH1q5diz179mDu3LmGsCgtLcXGjRuxY8cO+Hw+1NfX495778WqVatgt9vx/e9/H5988gny8/Mxbtw4aJqGQ4cOYfv27XjjjTfwwAMPwO1249VXX8UZZ5yBjIwM3HzzzaiqqsKuXbsAAGVlZWhoaEAkEoGmtU8CffToUTzwwAOoq6tDVVUVioqKUFBQgFAohEsvvRRVVVXYs2cPbr31VuTl5eGtt95CTU0Nxo4di2AwCK/Xi5tvvhnvvfeeMW8jv49k+XrxxRfhdDqh6zq+8Y1vYP78+Xj77bfxv//7v7jsssswf/58bNiwAcFgEKtXr0ZBQQHuuusu3HfffVi+fDmqq6sRj8cxZMgQ3Hfffbj99tuNOpDYys7ORiwWw+rVqw33o9PpxN///nd8+umnqKiowLnnnouXXnoJu3btMkQAt3zu2LEDv/jFL9Da2oqnn34akUgEw4cPN8Tfp59+ioMHDxrPMJ1b0zQ899xzOP3007Fjxw489thjaGhoQEZGBmpqakzPYjQaxccff4x3330XHo8H1dXVKCkpMWLDNmzYgKqqKsRiMXz88ceGW5xSYwSDQdx///1YuXIlfvSjHwEADh8+jDVr1hgud5qg+kStWqowshJZ3ArNl8XjccNlPpDSYgiCIPQGWioMlxwyZIg+btw4BINBRKNRRKNRhEIhtLW1mVwwPJkkdx2qSUvV72oeKIKE1ujRo2G323HgwAFceeWV+MMf/mDkSopEIkYcDLlobDYbiouLcf311+Pzzz/He++9h7179wJot9wEAgFEIhGjo41GowgEAohGo2hubobb7UY4HDbKRh2fx+NBIBDAddddh4cffhhz586FzWbD66+/DqDd/UbBxx6PxyhTJBKBz+fDsGHDEIlEcOTIEVNMViQSQVpaGgKBAPx+P+rq6tDc3AyXy4VAIIBJkyZh7dq1ptF2FI8UiUQQCoXg8XjQ2toKoD1vWCgU6uSi4x241+s1BUhTTBEJ6dtuuw1PPvkkmpqajPgtm82WcCJvfs90Xcfvfvc73HfffTh06JDpnFRG9Z7za+dyuQwXGg+UTzTxNADjnvFykXig5yLRs0bbud1utLW1meLtqL5qGXhsHR/YQdeUb0txXC6XC7feeivS0tLwn//5n4hEIojH40asId/vRFNUWAmt7pZRnCIfoUjxb/F4HF9++eXHuq7PSLoQKYymaf3ekKZCWy4IfU0qWcN1XU+qMCnjOgSOX0D1bZu7AWk9/xDJuCjoWNwNWV1djerqahw7dgzTp09Heno63G43gsGgIerIBWaz2eDxeDBp0iRs3boVO3fuxK5du+D1eo2OuKWlBaFQCOFw2OiIm5ub0dzcDABoa2szzaNH8WkkaID2kYPl5eVobm42XGF0PB7oH4lE4HQ6EQwGsWvXLhw5cgSRSMRIk0DZzpuamlBXV4etW7ciGAwawqGxsRHvvPOO6To5nU6Ew2E0NTWhtbUVuq6jtbXVKEdra6vRaXIXHb9Ora2tRnA7jRKljl3TNOTm5sLj8RgCIxqNGsKRlnHXnTpaMxgMorW11SQOSWTRMags5LKka0cWNnpm+D3mzyA/Nt0z6sxIrJFwoevBUydwVyIAk1Aj8e52u00dJBd4sVjMWM9H4dI53W63cRyy3M2aNQsrV65EMBhELBZDW1ub4Q6m576nyWy56z4Z+MhEHgIgCIJwKpASQouEhupyADrnuaK3e/qQ20ltuHlC00SBt3xan3g8DrfbjQ0bNiAcDqOlpQU+n88QC2QdiEQimDlzJsrLy1FUVITPP/8cAAzLjMfjMToxGg1HHSEfgcjn0eOWlUgkgg8++ABerxdvvvkmNmzYYFgjqP7cLUVWIACGCCIBQKMTuVWBxAB1wFQucj/xEY103Xj2dDo2cHzKGj4KjufAUq07fMRjc3OzScjS9rw8dE6ChJLdbsdTTz1lWId4WekYJCTVYH++jVpGsjLSctWyxudgVMWl1Ug79VhchNH9I9FH94LOQfeL7pOaJgGAsS/d1/T0dNTX12PLli2GMKeykVWLD4LoDRKlfQBgepkhgSWjDQVBONVICddhIBDQx40bh+bmZkMEtLS0AAAikUinRlodlRiNRk3WrkSuQz4Ckf6ndWrgPH/z5gIAaBdQRUVFqK+vR1tbm5EWoLvYMO7O4x0930bFai7H7jpJq84vFe4zkFysj3Ac1S2ZaLQoYBabgHlSbFWsn8h1txopqOa3s3o2eXm4yPT5fNB1HY2NjeI67EXktyScCgxE12FKRKZy1xJZdUgwcYFD2ybzZmzV6KhB9ESiWC++jqxu5I45ePCg4Qrkx0lUFqoH1YmvU0dFdlcfq/iYRHVOtcY3WbEotJMoZssK/qz2JvS8qb+TZO+h+lsS+gb5TQlCatJtq6dp2h80TWvQNO0ztixT07TVmqZt7/g7tGO5pmnarzVN26Fp2qeapk1LphCqtYngLim+HXdJ0P+qxcsKnixRdcWobg6+Pd+fljU2NpoC9buqG8UW8fPxIfaJBJJanq7Wp5qg6o6BWOb+hFukgM7Cm0j0EtJTl536m6DviabfUX+T/eky/CraMEEQhEQk83r5FIDzlGV3AVij63oZgDUd3wHgfABlHZ/vAPivZAqhBnfTiDA1CFh1HZJw4duqebVUN0kit153k09rHaMH+XFon66EEADLeCO1HANZNAl9B4l0SmGSaI5C9bnpS2GT6DwpbFF5Cn3chgmCICSiW6Gl6/o/ABxRFl8C4OmO/58GsIgt/6PeznoAGZqm5SdTED6KkM+RRh9VbKl01bFYxZgkMxku34bPhcinb+FTrXQllPgIOHIDiaASukOdyocC5RPlo+pLwa4er6vj81HCidZ/VXxVbZggCIIVJxswkavr+v6O/+sB5Hb8XwCglm23t2NZJzRN+46maR9pmvYRj1+Kx+OmvEHA8QB3q4adtrci2Q6Hu0WsPjwtAT8uX9YdvMNUjycIVliN2qRRnT1Jz0DHPhlOVLylcExWr7ZhfVdMQRAGOj1uBfX2lveEX511XX9c1/UZuq7PoKSa9CFXILkSlf06TcVDcDHGOxI1yJ27GLmg6gqemJK7b5LtSGKxGLxeb6eYM0FIFnpG/X5/rxyPXOLdiS51m2T2STRopbs4yv6gN9qwPiiWIAiDhJMVWgfInN7xt6FjeR2AIrZdYceypOApG6gx5w01j8uyEk9q481dhjyHEk/lkIxQIrcfnYvcNiQGk0HTNIwdOxalpaWmsvU1yXSKQmqis5QI/HthYWGv39NEz0lXbvVEJHoBouXq77ef6JM2TBAEQeVk0zusAnAVgAc6/r7Mlv9A07TnAcwCcJSZ5xOi67qR1NNqNBXFQvF13QmkRPEkNDydN/S0TGdpE3iuq0gkYppGZdasWXj//feNJJ98P25Ro+W6rsPpdGL69OmoqanB9u3bTdupSST5fgBM06VYTZ2SlZWFkpISbN++HXl5edi5c2en46nw4/NcTbTu3HPPxRtvvGFZNl6O3Nxc2Gw27N+/Hy6XC9OmTcP69es7nUN1g6nXh+daUsUrnUstc6I68nWJXLx0TnVqGvrr9Xrh8/lw6NAhy+1U+HL1/FYuQKv1VuXm5yQxNH36dOzYscP4TajPRKJnkte9KxKJK75cTTPBrzOdn19j+s3RCw5/eeknerUNSxVWrFjR30UQhJNiMD+7yaR3+H8APgAwVtO0vZqmXYf2xulsTdO2A1jY8R0AXgVQA2AHgCcAfP9kCsWtVolirHiQfFfHsbKIqfAOiwQcuQopLxHPiF5aWgqn0wkApqlXqGOx6oAqKyvxz3/+E5s3b4au63C73cZ6Xgc+kpGOQ50oZUznnZTdbsfMmTNx9OhRxONxzJ4925RdnMoJwDhnIpHlcDiMQP1ly5YZ14aW2Ww249xUpoyMDIwdOxZ2ux0XXHABKisrUVpa2mk6Gj7wwOv1dro+AEzT+ZDVkOpMZaBlPOaNjk1l4+4pOj+/R5Q2RNd15OXl4a677sLVV1+NOXPmICsrCz6fD2PHjsXMmTON7eiYfO5Bbm3iwkPN7s7FqaZpprK7XC5LIcTFCK9PNBpFfn6+6XdB94K25/W2svL21BrGLVOJ4CJPtVR/1XFb/dGGCYIgEN1atHRdvzLBqrMsttUB3HQyBVGHrfPYKauGuTcba95BAsc7QAo8po6dBElmZibi8bhpG46VJWrKlCn4wx/+gGPHjgGAab49dVoX1QJCx6L1NCcgjdIsLS3FunXr4PF4kJOTYxIivA50TivrDJ/2xu12w+fzGctoOZ9mhurW1taGrKwsxGIxlJeX45FHHsEFF1yAmpoa0wTG/NryOQlpPT8PbaeKEr6Pel+orl1ZvWgdP09dXR0effRRZGZmYu7cubjxxhuxYcMGjBo1CuvWrbO0PKnimM93yF8SaHt6TrjQo+eH9ueB7rQfv88+nw/BYND0THAXOJ8rMll39smQjHWMroOVFbOrlCh9xVfVhgmCIFiREkOCrNIv0He+zCp4t6uAXtq/uzd4slp5PB7TBLzAcYFDlodwOAyv12tMIu12u03nt3J9Dhs2DKWlpcjMzDSsIS6XC16v14hDow6dOmy32w2bzWZYdihrPmAWKA6HA3l5eYhEIsZE2Kpo5UKHX28+YpOLF7puM2bMgNvtNqUSoGszfPhwuN1uY2Jjl8uFkSNH4uqrr8auXbuQmZlp1ImXna4VH1igukJzc3NRXl5uslTxuQUJbm2zsuDwbakM3KpHdWltbcWePXuwdu1avPjii/jtb3+LF154wbiWZO3zeDxIT0+Hy+UyrgndM7onI0aMwFlnnWXMwalpGtLT0+Hz+VBQUIAxY8YAaLcE0r3RNM00XyXVYfTo0UYZy8rKsHTpUgwbNgwejwcFBQUYMWIEvvOd7yA7O9sk1qlsVs9+IgtxsqjHs/rtqRYsgn/vSzEoCIKQSqTMFDzq3H/qVB/cWgAkns5Djb3iqNPsELFYDLm5ufj5z3+O9evXY+7cudi8eTNqampQX18PAMjMzMSmTZswb948pKWlISMjA4WFhVi4cCF+97vfGTFm5PJpa2szvs+cORNNTU2YOnUq7r//ftTU1OCPf/wj7rzzTjz66KPYtm2bMekvAEyfPh0VFRXIy8vDE088AZvNhkOHDsHtdiMSiSAUCmH06NGYOHEi1q1bh8mTJ+OCCy5AMBhEXl4errvuOvzXf/0XZs+ejRkzZqC6uhpVVVW4+uqrUV9fjz/96U8maxyf5DoWi2HSpEm45JJLEI1G8dFHH6GpqQnPPfccLr74YjzzzDM499xzMXXqVFRXVyMUCiEjIwN5eXlIS0vDU089hSFDhkDTNAwdOhSBQAC1tbU477zz8Omnn+LAgQNGnjR+33ls1A033ID169dj69atuPnmm7F3715j8uxoNIqGhgZs2LAB3//+97Fz50688cYbyMvLQ35+Pj799FND/OTl5aGhocEYuapp7ZM0u1wuU9oOKkNmZqYxKbjf78cdd9yBBQsW4Je//CXmzp2LCRMmIDMzE3fffbdx7XgsVW5uLhYuXIhPP/0Ut956Kx588EFcf/31aGtrg9vthsvlQnV1NY4cOYLly5fjoYceQiAQgM/nQ1lZGUaOHInVq1fj8ssvN64jXaeFCxdi3bp1GD16NEpKSnDaaadh7969cDqdCIVCpt8K3ctEyU2TJVF828m4HsnKx9O4CIIgnAqkhEWLw4UU4XA4DEsT7zy48OKxIPwYqjizQtM0zJkzBwBw+PBhVFRUAAC8Xi8qKiqwZMkSRCIRfO9738OWLVuQmZmJCy+8EDabzbC88LgfCtwG2q0xJSUleOCBBzBt2jT8z//8DzZt2oR7770XTzzxhCGyqHw5OTk455xz8Oabb6KsrAyNjY1YvHgx/H4/7rzzTpx99tn44Q9/iIULF+Kjjz7CwoUL4Xa78frrr6OgoACzZs1CXl4eCgsLcffdd2P9+vXIyMjAokWL8OSTT+LZZ5+Fy+UyZRrnFicAOPvss3Httdfihz/8IU4//XS0tbVh2bJlxuTZmzZtgtvtxpo1a1BQ0J5iqLGxEXv27IGu6xg/fjyamppw8803Y8mSJRgzZgxsNhvGjBmDpUuXGtZBsioBx+OaWltb8cknn2D48OEYPXo0Tj/9dAwZMgTLli1DJBLB/v37ccUVV8DlciE9PR179+7FrbfeioULF2L+/PlYtGgR3G43br75ZkycOBHLly836sVddPweURny8/Oxf/9+OBwOHDlyBF988QU+++wzzJw5E0uWLMHhw4fx8ssvm1yfPAYsHA5jwYIFqKurg8/nw9KlS/GNb3wD4XAYzz33HFatWoX8/HzMnj0bVVVVmDhxIubPn4+WlhbccsstGDt2LK699lrDHXzxxRcjNzcXDocDjz/+OCZPngyXy4X9+/fjzTffRH19PYqKinDttdfC5XKZ4uJIuPZGjNbJWMD471ElhXNrCYIg9DopYdHiWL09c1eEmscK6DyiMJErIxFOpxN+vx81NTWorq7Ge++9h2eeeQZXXnklCgsL0dTUhLlz56KoqAjFxcXweDxwOp1YsmQJYrEY8vPzUVtb2ykYGmgXidnZ2ZgwYQJqa2vx2muv4Vvf+hZ27NiBxsZGk+BxOBwoKmofWX7mmWfC5/PhwgsvxIQJE/Dtb38bu3fvRmNjI0pLS/HII4/gzDPPxKZNm/Duu+/C6XRiz549ePjhh3HOOecgEokgGAxi1qxZWLt2LebNm2d0vGrsGQCT+CotLUUwGMTDDz+MJ598Erfddhu2bduGjIwMuFwuOJ1OeL1e3HzzzXC5XHjuuecAAEeOHEFeXh7mzJmDUCiEN9980xCwZWVliMfjqK+vN7n51JivxYsXY9KkSSguLkZTUxPq6uqwefNmFBQUYPbs2di3bx+KiopwzTXXIBaL4Te/+Q3C4TAefvhhRKNRbNu2DdnZ2QCAdevW4Sc/+Ynh+istLcXEiRPx0ksvmWKqqAxffPEF0tPTEY1GUVVVhfvvv9+wXj700EOorKxEZmYmcnNz0dDQYLLC0j0PhUL42te+hrVr1+KTTz5Bbm4u6urq4HQ6sXDhQowaNcrY7/3330djYyPC4TD+/Oc/Y926dQiHw8jJyQEArF69Gi0tLSgpKTHchu+++y7uv/9+43xvvPEGpkyZYnr2e5rMVCVZYaa69NWRnT11WwqCIAxEtFRo+Lxer15QUIDm5maj86XOqLW1tZMLQw1GJtQ4KTWbvFWHQZ3B1VdfDZ/Ph8cffxzLli2DzWbD+vXrYbfbUVtbC13XUV5eju3btyMtLUxXl88AACAASURBVA379u1DWloabrrpJmzduhV/+9vf0NbW1mmovd/vx5QpU7B9+3bcc889aGpqwlNPPYVAIIAtW7YYQdKEy+XCzJkzsWvXLmRnZ6OmpgbnnXce3nnnHTidTpSUlGDevHnYtWsXXnvtNbS2tsLpdKK1tdWwZGRmZuLQoUMYMmQIhg8fju3btyM/Px87duywTA/BBZfD4cDEiRNRUlKCLVu24IsvvsDMmTOxefNmtLS0GKLV4/EgEolg5MiR2LFjh3EdnU6nEbcWDofh9/tx4MAB+Hw+LF++HHa7Hb/73e86pcbgnbLH40E8Hkc4HEZJSQna2tpQV1dnuDuLioqMQPJgMIimpiakpaXhyJEjphF44XAY48aNQ01NjSFg0tPTsWPHDstAbf7sWI0oJGuRGu9GQm7WrFkYOXIknn322U6jKWnkJNWbrE9WaRK4W5evczqdRvA/lSMtLQ3BYLBT+a0GVCQLP1ZXIouv5/9zFz1dR17vQCCAWCyGY8eOfawPkmSfmqb1f0OKwT1EXhjcDMRnV9f1pN5CU0JopaWl6UVFRTh69KgpVigejxuxTrwDpE6Ejzgjd4Rq/eoOCjj3+/3QNA3BYBChUMgICuedqs/nw7Fjx4w0ENnZ2fjRj36E119/Ha+88oplHiV1PkX1elvFpvHOjdZ3NS8juWn4vlaum2TvtRrATFhdz+6OSR3tTTfdhLlz5+Kaa65Ba2vroAqGJgG1bNkybN++HRs3brS0KlkFplutS3RN1UEjatLenpBIUFndf1WM8hx0Vm5BbmVzOBzIyMhALBbDl19+KUKrlxmInZUgAAPz2U1WaKWM65C7GHiHQh+ruQ65ZYDgAitZsRUOh9HU1ASaCgg4nluLdyLHjh2D1+tFPB6H2+3GpZdeio0bN+Lw4cMmAcg7JFVIcayCjXmQf6L4skSdX6J9TxRunehpZ26323H22WejpaUFK1euRHNzMwDz/R7IcBHxxhtvoKmpqVNyVSuSSZOQiO4EdCJR3xWJAt+tEvtaPRtW+6kjhukYNMpXEAThVCBlhBYAk6gi1ISRQOckiFYZwpMd1aTmYOJB7byzICtVKBSCrusIBAJGvM1f//pXU9wTD/RW3ZxqmgOrdBBW88FZiR81J5HVgICTpbc6wnA4jPHjx2PLli145ZVXALQPMhiMVq1Dhw4BSOy2685S1d32qivP6ngnEuhuVc6u3IH8L5D4N6ZOk0XCij+/g+neC4IgdEXKuA5HjBiB5uZmY1JpsgpQvJY6JJyXOxKJWAZYJ9vpcMsKH7FFQos6DjoHpQCIxWLweDxGIkkew2MVM2OF2rF1RTId8slYM/oaGtIPdL4eqVTOk6Gr2Khk4qS6i4HqSZm6O1ai8lntbyWwrFyYVtZnHoPndDqRnp6OcDgsMVqCIAxoBpzrkOKeVHeSlZWL3ohJCKlvx2oH0p0LUXWHqOei8pGLKBgMwuVyGWILaA9U5lniu3MNJROTo5LMdqkmXEgs82BydV7JgYwavM6D+/vrfnUn7nuK6kJUM+ITdB34aGGn09kpEbEgCMJgJiWEFsXr8I/aSSRyWVADzuOjupqyp7vcPqr1ymrePBJjbrfbyKlEsV18tJU6QTCnqw52sFh7gM4TZJ+otXEgEA6HTSMKv6rYs+6ek+6en+6sWVywqb8r9ffY1bnUTPGD6d4LgiB0R8q8ViYSR2qgOFmRrKb54H8TNehWb9NqB8KH9tN3PkWOruvGPH/qebqKs1JJ1hXY1SfV4SKLX1d1EMNAhaa74XMycjf0yZDsvU3Watab5zyR8/PYQXW5ZIYXBOFUIWUsWsDxLOWJholzSAA5HA60tbWdVOoBgr+R07nVZUB7LiByfZHVQo3v4ukYurNqdBWvlKiTUunKqtGTXEq9BRdZPHaNruVAD4omdzKPzyPr1snWLZl71pv3NpHA6moEItC1O5y+87QPlDKF/gqCIJwKpERrp1qkEjXgZI3iOa7IZUf7WQ0f784CRFYxbmWhDoI6C5r8l6+jOQJpOc8Ir3ZKah1V+PmstuOTGNM51FignlqMrCyDVufvCkokStvzKXYAGJMt82Vq2ek8VveN/qfzWJWV/udlVsvNJw63Oqe6zOpc6r1IFPDP60fntVqnlo/XQa1bohi3RMdNtK1qjeUfDn1XR7pabcO/q9dsMKT0EARBOBFSQmgRlDw0kSiyClIn6xJ3IVKgbnduPX4sHuCr5vJyu93GfIAkpsh9yI9rlaiUd5Sq+OGxZXQc1ZLFLUC0XD0HiQ6+faIcR1QeKxFC5VE7U03TLOvKBQ3dt3A4bLJMUlmp06c0Guq5aTs6TlcdvsPhMM6jikyHw2FYl3jSUB5jp84D6Ha7TdefltOx1HuiZo2ndWocIJ2TrgNtr9aLrGD8vvDt+Tkp+J6Xh9eBCz+6pvwZ49c+2Rguvl13Lr/edGcKgiAMBlJKaHEojiNRo20VZ5UozivRtvxDHSC5I3kOrLa2NrhcLlMnyIPeVSuF0+k0TT1CHTaf5oaOQ1hZZPgyr9cLr9drHJdbBigYm9eBBAldS7vdjqysLEN8qCKExNTcuXMNwcnPpcKFCrnJrIQsF0OJYua4iOATXHNBwfelsnu9XuTm5pqEoFVGdqfTaRI7qlig+6uWkY7ldrtN4oqfg08sbXU/+XVRxb8q/OjYLpcLmqbB6/UiLy/POI6VWKV7THXgwo+OzQWfei+7c1GfjDu7q2MMlNhCQRCE3iJlhRaRTKPcVYZqWqZ2MKo1hQsj+nBrVDgcNjpYLh54xxaNRlFeXg5N0xCJRLB06VLLuQXVPFtc1NAy+kvri4uL4fP5TFY3glJNqNAy2r6iogJDhw4F0Nklpes6vF4vysrKoOu6Ma8elTeRG85ut8PlciXskOnekOAgS4qazNXKHUdWK37POAUFBcjPzzdNT0QfbiHLzs5GIBDodO+4FYynZ3C5XCYBRdNA0fF4PSnPGz83WbdIMNE5aLkqHLkYo3rruo6srCwsWLDAOI7Vc8OfH9rP7XYjPT3d9AxYpV9Q7xfHyurYE7qL5xJ6B9X9Kx/5DKbPQCUlhBZ3GQHWWaiTQd3PKiUEd+vwG6dpmtHBAsfzZlFHY7fbMW7cOFPHr7oFNU1DQUGBYZUpKCgwZZbnFhp1ZCOdix+Pr584caLJfcc7fRIJ5MLjljO3223U0263Y9SoUQA6B3EDQCgUQnZ2NoD2dBVUb25xUa9bLBYz5Q9T48T4tbGKRVJFo66bR+1ZnZdEhN/vR3p6uiE+aT1dH11vF79FRUUYNWoUvF6v6Vxq+g26/uFw2JS9nM8WwMU23YMZM2Zg1qxZKCgoMK5neXk5Ro4caRybhLt6fn5eblWz2+2or69HWVkZwuEwnE6nUTeyrtK1or90fTMzMzFmzBjjWOqLhurCTkb0WMWqJbsv0ZtzMwqCIAwUUkJocSjQnTfg9F3Ns2WVzJQLG6BzFmsr8UbxPFwwEIFAwBBJX/va1+Dz+UxxRyQUyGJQVlZmWCBycnIMq4wqSPi5uZjgVjbgeJB1SUkJmpubTfFTNHKPtuOWuIsuushwe9J56urqUFxc3OX5fT6fySrD68aFJQ925x1wLBYzBAMXAbp+3JpC2yVKf2BlaSR3rsPhQDweR0FBAZqbm5GdnW0E2KuDGYhQKIScnBxkZ2d3KjcXdrSc9lfjq1RRwYWXz+fDjTfeiAcffBB33XUXFi9ebLg1+f0hrHLFcasaWcqo7k6nE9OnTzesbyTMSVzTRM1Au0geMWKEcSx+7fn/3aG++HS3XVfQMzTQ30wFQRBOlJQQWiSauPuFC6iuOgZq5CmJaKK4J8B6xBftO2zYMPzsZz/D9OnTTbFQZ5xxBjIzM43EpPn5+SaXEhdHmqYZlgen04m6ujpDGADtMUW0HXW6VF6v12tyq3FoGcVCUeCzlWChwP3Vq1fDbrcjPT3diN2JRqPGvg6Hw1hO18Xr9aKlpcUQVfF43LCcqNYYfu1IjBLhcBjp6enw+/3QNA1+vx/Dhg0zOlkuhrkw4jFldK24+5I+JF4dDgeCwSDC4TBycnKM81uNkLzgggtw7bXXYsSIEXC5XIjH4ygqKoKmaZgxYwa+/vWvGxbNa665BvPmzYOmabjhhhswdOhQU/wblYfOU1VVhXfeeQe7d+/G888/j5/+9KdYtWpVJ4tmSUkJ/H6/cd2p7pmZmXC73YZwcrvdhriiOrS0tGDfvn1GDJdqYRs2bJgRxxeLxeD3+w0BlpGRYSo7f2bpuxW0XLUCqxbAZKHfqOTQEgThVCIl8mgBx4OiqXOPRCKG2FI7eL6MYl64KFPFitqR8O/c4tXQ0ACn04l7770XsVgM27dvx8qVK5Geng63241QKITCwkLs2LHD0hKl6zr8fj9CoRAAIDs7G+PGjcPevXsxbNgw5Obm4sMPPzQ6R+pwA4EACgoKsG/fPgSDQaSnp6OxsRF2u92w1kQiEUP05Ofno7GxET6fDzfddBOqq6vx/PPPIx6Po62tDQsXLsTatWuRlZWFe+65B4899hjC4TDy8/MRCoUwbtw4bN26Feeeey5ef/11XHHFFWhoaMCmTZtw9tlnY9WqVRg5ciQ8Hg8aGhrw+eefo7CwEP/85z9NLjmgXVAuWrQIq1atwjXXXIPnnnsOl156KTweD0pLS/GrX/0K48ePR1FREZ5++mlTzjM+EffUqVOxZMkSfPHFF3j66adht9sxZswYbNu2zRDeJE6Kioqwe/dufPOb30R5eTkikQguvvhirFixAkePHu2Uo8vv9xvuv3379uHqq69GWloaSkpKsGLFCjzwwAN47bXXUFNTg5///Od46623UFZWhp07d5oGO5CliV8DEs0OhwMejwctLS2w2+0IBoPIyMjAsmXLUFNTg7PPPhuRSARutxv33nuvcQyfz4e77roLa9aswdChQ7F27Vpccskl0DQNf/rTn3DVVVchEolgyJAh+MUvfoH09HRMnz4d77//Plwul5HeZM+ePfjJT36Cjz76CIcOHcLUqVPx7rvvoqKiAtFoFGvWrDFeFri7NBFd/Wa6ortjJ/PyJAiCMJhIGYsWQbmxuHjho/ios+VuQ9rOKn6I/tJH7QTI4nDkyBE88cQTOOeccxAMBrF27Vrk5eXh4osvxhlnnIEf//jHOPvss9HU1ATAenSbw+HAGWecgVmzZiEzMxNFRUW4/vrrsXDhQvzqV7/CyJEjTdtTmSZOnIjly5dj+vTp+MlPfoL58+fj9ttvx913343Fixdj8eLFmDJlCr773e/ie9/7HoqLi7Fw4UKUlpbiwQcfxMqVK03B+rNmzYKu6zj33HOxevVqzJ8/HxdddBEqKysxfvx4XH311SgrK8PUqVMRj8eRl5eHuro6TJ8+HW+++aYROL9q1SrMnTsXmZmZuOaaa0yxXkRaWhqysrJQUVGBnTt3orW1FZdffjk++ugjNDU1weFw4B//+AfKysowcuRISytIfn4+LrvsMvzmN7/Bvn378Pjjj2PJkiW44YYbOo3oczgcOOecc+D3+zFz5kysX78eH374IUKhkPHcqOTm5iI9PR2xWAyzZ8+G3W5HTU0Njh49itzcXDidTjidTowdO9aY8Hj16tXIzs7G/Pnzce6555ru8b/+67+isLCw00jETz75BKFQCPF4HEeOHMGNN96I2tpafPOb38SkSZOQlpaGlStXGsKRXNI+nw/vvvsuPvnkEyxdutSIlcvLy8Pq1f9/e+ceXlV15v/vPvdLTnKSQAgJgUhAQriEchGEWrlUG4W0VIXB4mWKWpnyc7TT9hntbbCtDnW0M23HGau12lIrarWIbYki6IBgFNAgikQuBSEQQgKR3M59//6Ad/OelX1OTiAHQng/z5MnyT57r73W2vvs9d3v+653rcFDDz2E/fv3Y9CgQVi8eDFuvfVW3H777XjyySeRlZWFBQsWwGq14tixY9iyZYvh1j58+DB27NiBsrKyOPenWR9xazL/SQVeHrd2cUsvfTcpYF8QBOFioddYtAjuClRdF0Sit2I+MJCLIpWAel3XMWjQICxYsAA5OTk4cOAABg4ciLa2NpSWluLyyy/HokWLMH/+fBw7dgzRaBRerxdtbW1GGS6XC7FYDB999BH27t2LoqIiFBYWor6+HllZWdi3bx9qampQUFCAuro6AKeDsSdPngyv14sFCxZgy5Yt8Hg88Hg8+MMf/oCysjKMHz8ejz32GGbMmIFDhw6hsLAQL774IhYvXoxNmzYZlhVyLx49etQYeAOBAIYOHYodO3agoaEBw4cPx5EjRzBu3Dg4nU4UFRWhqKgI3//+91FXV4eVK1di//792L17NwDghRdewNixY1FXV4d+/fqhsbExrq87OjpQVlYGr9eLnJwc5Ofn4/bbb8ecOXNQXV1tCKNDhw4ZLiwgPucYxVDNnDkTgUAA77zzDlatWoXjx48b14fOF4lEkJ+fj0gkgm3btmHPnj0YN24cMjMzce+99+KHP/yhscgzTWjYunUrNmzYgFAohNbWVrzxxhuw2WxYtWoVbDYbrrvuOrjdbhw8eBBr165FOBw2LH+PPvoompubAZyeIPHUU0+hubnZEC9kmdy0aZNxPzQ1NeE73/kOqqur8dFHH0HTNGRnZ+Ozzz6LW3kgEAjgpZdews0334yGhgaEQiGUlJTgzTffxKFDh/CDH/wAALBy5UrjvvvNb36DIUOGoKqqClarFf3794ff70d7ezt+97vf4Ze//CVeffVV6LqO4uJi5OfnY/jw4dixY4fholVj03gfp+oaTMUqxsMAuHVQMsMLgnCxoPWGt0u/36+PHDkSra2tCIVCaGtrMywDqpuPYo34wEAPcovF0skalgg115PFYoHdbjeCx8kdZLfbUVJSgnHjxuGtt95Ca2srjh8/HhfbxIPSp02bhk2bNqG8vBzTp0/Hnj178MorryA7OxsFBQXYsWMHgNOWOYfDgaFDh6K9vR05OTnYt28fMjMzUVlZiR07dmDjxo2YNWsW1qxZA5fLBZfLhcbGRjidTmOtRbvdbrjhSHDx8gEgOzsbjY2NcX0WDofhcDiQlZWF5uZm438elG2z2eDxeDBhwgT0798fzz//fFzfUkwRT+hKfcPjzzo6OgzXsDrjjcdkhUKhOOsV71uKi/J4PIbIpZg1il8zS6dB11jdl9rK28xnm1L71bxZavtUeKwdCQy+fBNvP5VP9brjjjtQU1OD999/H6FQKC5fGp9Byu+/YDBoiBifz4fW1lZEoyeXh+LtS9Q3PYVZ3BcXVQ6HAxaLBV6vF+FwGMePH9+q6/rEtFXoHKJp2vl/kEJmcwp9m96WFkbX9ZQq1CuFVnt7OwKBgDFo84zbifIBJRJaavoAjtmAz2cr0v98AOcDrNlgbDagU+A2CSOqFw3AvCw+6KupB9T6csuImrBUTV1AdeT70blU0cCPLywsREVFBd5//31kZmbijTfe6OTO4+cx6x+z+vM60ed0TVQBq6Z74PVTl3Thn/FrbHZ+tX5cENE1J/Fodl3U31ykqfdXItT77o477sDu3buxcePGTuKZi0k1LxntQ/UgkabOdlSvXU9iNivTTGi53W5EIhE0NzeL0OphesPzXBDSxYUqtHqV/d4sfkpdWgfonICUpw9QA+OTweNIeDB+NBqFy+WKK4MPUDyvEg1kPCUBiSoSDBSkrgboc3FGsxVjsVjckjpUT/6bjudikA+mXGRRHBDPnE79TNYOnkJBnV149OhRWCwWlJaWYv369YabjIsZl8sV135VaKh5m0h4qqKE+jMWi3USYFQ2vwbc/cVTSlB5fIA3O786E089DxfKZu2i3+qSRTxWkKfEoFmFZpYf6tOqqip88MEHxv/UTzSJgK41LVfFxRbVNxgMGgKU+pHOq167noT3IU/BosZridtQEISLiV5j0RoxYgROnDhh5LMiixa3VHEBwAUDcNqipVpTkrkQ1TXp1GPJPUeYWVdof+6+VAcytXyz+qlWKNXNo1qNuMAzK0c9hu9HdVTrxM9Jf5u518xcYATtR+5C9dzUH7QvWSDNrHDcPcrdoVQmL4tfI0K1dKmLPqvH8GsLwHR/bhlMNCHCzKqV6Hpy4cFdhHTf8etl5kpVr7v6QnAm34tUSWQlBOJzb1GduEUrFAqJ61AQhAuaC9KiBcQPlFzA0P9k8eCWK7O35K7emtUYLR7zQsdyqxQQn0CTUJNzUrkulyvOqsLrqloi6HjaTm5HtT/oeG7xIbj7kHJl8WVgVIsN5cmiz1UXE9WPxBXF+PC2Un2onnwpm46ODqNcclOSpYfaxGcJmrmySGyQtUa1QKnCk+pDAp1/ps445YlLufWI6kL3mHofccsgPyf1OX1OaUeoTLPrSX3D60sxV/w+IdclxXLx9CZm7nFu+aN7kluV6LhEqPsmQnVl82N4e+g3X3e0N7zgCYIgnAt6hdDib/2JRBO5SihDOFk5uMuNo8ZzqT90XhrIuHWHcnnR37x+fO0+4PS6dPxNXtM0dHR0xLnh1IzuNIgSXOiorkh1gOTHccFDx5NAjEajcVYo2p8LD4rl4XE+dF4uZPi5AHRyb5Kbim/ndeVCjerL+41bgMxcpaprlm+ja8T7gAs4fv1UYUIihvqd152un3o+Hg9Fv0kc8f7g9VGFiyrE+Hl5MlJ1mSVuYQVOu2V5/1Bb+ef8WiQTUWfiUuzqGFWAcZemIAhCX6dXCC1N0+IEk7pcCL2R88/URKVcfNEgnuqaieRioeN4/JSZy8tsYKHPVMFH8VyqxUZ9o1ctTl25yDjc3agOuHSs+r96Ph7zpLaPixKCz0zkqMsMUVk8Tky1LgGdr5Ea18XhLlNeB7P9eVtUEZaozup5VGtUV+chzASx2pdmdeJuPnUNTFWgc8uWWnf+Oa9Hon5V25CKgKIZuwS3WgHx15FizCwWi2EBFARB6Ov0CqFF8ADa7uTbSTTwJXKBUJmpukgAdJrVp54HiLce8Fli3CrCXVmqWzBR21Jxs6j14+40FbO+STRT72zRdd2IyeHlqaKFzm8W98MH61SEp3p+Oi5V11kiuBVGtWyqZfZU36n9kchC1hOkcq+p5zVbUifZ95a/PAmCIFwM9CqhRdBbb3dmJ5E1hltLUhk41EWpVcwGfm5xoDL4dhI9fDafmTWnJ6fYU7l0bjOrUVf0pMAiyI2qblMD1dU68GvC68PviVTqmejYVCGxY+Y2VPfj5+upmXW8b1IR5j2BmavR7KWkKysrh/dHqi8PgiAIfYFeI7TINcj/B+IH3ESuQBoE1Ie5ejyR6tu0mduJkkbyAZVElTp1nwKa6VhKyqnG5ZwN5EriMUp+vx9OpzPhwGw20PE4pJ4MWDabfaZaBc1m95nFHfF9u4vqPgW6Jyh53ZKtSED0lIg2a7uZ+D9XpGK1U++v7rokBUEQ+hK9Ygkes5ggHn/F4WkU6Df9TTEg6udmVohEy/OYDQJ8ViIFI1N56mLWwOms8mqiSLLscEtBd6wC/FhCTZSqaSeTjE6ZMgUvv/wympqaTI9Tt6l5uHoKCjYPh8Nxbi/VVcn7gqdyoO1qeodEbVIxE5RqjFcyeHxdogSriQRiT4ghtYzzKbK6C4l2sxcoEVvpYenSpee7CoLQY/SV+7nXWLQSuQrNBhVu2VItYep+Zg90NaFpKm4esxlwXFzRzDVKAMoHZ/p/4MCBcDqdccHnqZwvGTwRJQ3CwWAQo0aNwuLFi+Pi0ZKdiydhBXrOTaVpGsLhMCwWC77+9a9j1KhRpsHrav4rsxguXmZ36wCctCgWFBR061juJh42bJipm1M9T15eHrKysrp1nkRQ0DifqAGcOzeiCncjJguqTxYbKQlLBUG4mOhVTzxufeL/d4WayoHcRPQ3/agzGtVzJ6oTt4xdeumlCZd9GTRokGnQd2FhITRNw7x58+DxeIz2eb3epEH7Kqo7hlyFqnCZPHkyNm7ciIaGhoTtpTKojVdccUVcHXoqWFnXddjtdlxzzTXYtGkT3G43MjIy4s5vVr+8vDx4vV7k5uaisLAw7rNUxKMZPp8PBQUFZ2RNsdvtGDdunKnIUMsrKiqC3+/vEavNiBEjjP7inMtg8rONqVJfohIluxUEQeiL9CqhBZyelcdFQCoB7WaiLFlcDZEsWJq/gZNbkgQJn90Xi8UwZMgQ/PjHP8aAAQOMJVIcDgemTp2KiooKOBwONDc3w+PxGKkkyNJjJhwSBVvz/cza7HA4sH37dmzatAkbN25MeZCsqKhIOIPubNC0k0lPJ06ciObmZnzyyScoLi42zkGuNp6VXdM0FBUVIT8/H0VFRSgtLY2bRZlMPJqdn/ZzuVzIzs6OO28q0DXOy8uLE7aqi5B+5+TkwOv19kgflpaWIicnp1Ng+rkQKl31TyoxWvze5rF/MutQEISLhV4jtHjSSEpOqroF+TIq4XAYsVgM4XC4U1lcqJFLjYsmClw3y/LucDhgt9sNIZWdnY3p06cbVqvhw4fH5cYia9f+/fuxbt06XHHFFUZbNE3D1KlTkZ+fbwSnt7S0GOKKn99isRi5xKguNGDRdl5vPrjzckKhED744AMcPXoUH330EYD4QHceI0NlLFmyBLt27TK2q6gJO6l+quWO/83PZbVa4fV60draauq+4zP7KA7L4/Ggf//+CAQCKCwsRCwWi+sf7lIzswhSnXn/RKNRBAIB4/P8/PxO7bLZbPD7/XFlRKNR5OTkGPvQ+eh68O0AkJubi7a2trh+UPuQT5xQ68/70uv1IhAIGP1tsVjg8/mM+4DO4XQ6E5ZhhnruRP2YaLsqpOicvG+Ak99nNZM9LcUjCIJwMdBrnnaJUgvwddI0TYPb7YbX64Xdbo9basbshx76PD+XGVarFXl5eVi2bBm++c1vwuv1orCw0Fi3b9u2bXC5XHA6nfD7/XC73UaQN7eMrFixAitXmIy8CQAAIABJREFUrjQSYNpsNgwfPtxIt+B0OpGZmYnMzEzj3Kq7zul0wmazIRwOw2azGXXgaRsAxMV68ezmJOgo4JsShaoxYXa7HTabDdOnT8fQoUOxd+/eOPFHxwKnE3fa7Xa43W6MGjUKdrsd06dPR3FxsTHIa5oGr9eLaDSK8vJy3HnnncjJyUEsFkNubi4mTJiAa6+9Fq+99lqcEOAzJ+lae71eZGRkIBKJoKSkBFdddRWys7ORkZGBf/mXf8FvfvMbDB48OM41zEWMx+MxXG75+fkYPXo0MjIyYLfbjT7p37+/IQp4W61WK2666SZkZWVhyZIl8Pv98Pl8uOqqq1BRUQGr1YrFixfD4/HEJRQl4ZOVlQWbzYYxY8bA4XDg7rvvxr/9279h2rRpsFqtKC4uhsfjQW5uLqZMmYKbb74ZHo8nTqDQNfD5fBg/fjwWLVqEESNGYP78+bjrrrtQUVGB0tJSLF68GEuWLEE0GkVZWRlyc3Mxd+5c4/hEbmmzODn1nuzKapbIMkXbSYjy1RyojRIMLwjCxUKvmHUIxC/oq2aAdzgc6OjogNVqxbBhw2Cz2VBTU2O86fO3a36c2du5ClmSBgwYgKamJqxevRrf//730dzcjEAggEcffTTOkhQOh5GZmYlgMGgInFAoBKfTiVAoZAza0WgU4XAYfr8fmZmZqKioQEZGBr73ve9hw4YNWL16NVpbW2G1WnHzzTejvr4e7777LqZMmQKfz4dXX30VLS0tyMrKQktLC8LhMObMmYP+/fvjr3/9K6ZOnYpYLIZXXnnFqAPNiuTuJRJ9ZgtoL1iwADNmzIDFYsHWrVtRUVGBiooKfOtb3zIW9+aB/VdffTU2btyIWbNmYd26dcjKysKll15qxC69//77mDZtGtasWYP77rsPq1atwl133YUHH3wQPp8PDocDTz31VKfs5upMvlAohLy8PHzta1/DL37xC/j9fkyaNAnjx4/H4cOH8YUvfAGrV6820mXQIswktsrLy1FZWYn8/Hw88cQTKCkpQXt7O4YOHYqysjLk5OSgsbERa9euxcKFCzF58mQcOXIEW7duxdatW1FcXIznn38eFRUV2Lt3L5xOJ4YPH466ujrs3LnTEOw+nw8nTpyA3W5HKBQyRFdraysqKytx9OhRzJ49G/X19XA4HCguLkZ1dTXuuece/Nd//Rcuu+wyLFq0CEeOHEF7ezv+9Kc/GfFLZAHr378/cnJy8Oyzz+KrX/0q5s+fj4ceeghbt27FU089hdraWvz9739Hbm4uFi5ciLq6OrS3t2P+/Pl4/vnnzzglRFf7m33OU6pwwZ7MDS4IgtDX6dKipWnabzVNa9A07UO2bammaXWaptWc+rmWfXafpmm7NU2r1TTtS6lWhFwMp8qI+ywcDsPlciEajWLHjh348MMPEY1G4fF4Or1V85gn1T1H2/jfZP2pra1FLBbDsGHDoOs63nrrLYwYMQJDhw7FP/7jP+K+++7D7Nmz4Xa70d7e3sk6xlM7WK1WuFwu5ObmGvFGY8eOxYABA/DBBx/A4XDg9ttvx5133omJEyciHA7D5/Nh5syZ+PKXv4zi4mIMGzYMN9xwA66++mosXrwYVqsV48aNw/r163HvvfeisLAQ48ePj3Mr8r5TZ0Nyi4/VasWsWbMwcOBArFixAsBJC9f27dtRV1cHu93eyepgsVgwYMAATJs2DZWVlThx4gTWrFmDqVOnGq6y2bNno7CwELNmzcLatWsNsRmLxbBnzx68/fbbRooEumZutzvOzUdt8Pl8+PWvf4033ngDN998M958800UFhbi7bffRkFBAdrb2401HdWUG5WVlXjwwQfx4IMPIj8/Hy0tLVi/fj3Gjh2LgwcP4i9/+QtcLhemT5+OMWPGwOv14pFHHsH111+PWCyG6667DqFQCLW1tbj22mvh9/sxePBgbN++Hfv370dpaSk+/vhjLF682FhIm8+SbGxsxNChQ7Flyxbk5eVh+vTpaG5uxoIFC3DPPfdA0zTccMMNOHToEHbt2oX/+I//wNq1a42XBlpUPBqN4he/+AVKSkpw6623oqqqCr/4xS9QXFyMK664Ai+//DLa2tpw6NAh9OvXD+vWrUNtba0hvlONg0o2ezAZqpWYxw6alU2Wx0gkYuryTxfn6hkmCIJgRioWracB/DeA3yvb/1PX9Yf5Bk3TygAsADAKQAGA1zVNu1TX9S4TM9HAAnQOYrdYLAiHw50SXgaDQcOawUmUI0udXk4DhcvlwnXXXQeLxYLKykqEQiFMmTIFbW1tmDFjBnJyclBUVIT169cbubB4TBG3KHHrW2lpKdavX4/nnnsObW1tWLZsGTIyMlBbW4vPf/7zePrppxEIBFBUVITJkyfjsccew4ABA7Bq1SoMHDgQRUVF+MMf/oCrrrrKEFQrVqzAe++9h+LiYjz22GOwWq3w+XyYMGEC1q1b12nBXj4LkiwlZWVlcDgc+OUvfwmXy4U5c+YgOzsb06ZNw8iRIzF37lw8//zzcSI2Go1i5cqVuPrqq7FkyRLMmDED2dnZcLvdqKurQ2VlJV555RV4vV5s2rQJc+bMwYYNGxAMBuHz+VBTU4P29najDpFIBHl5ebjtttuwbNmyTrmznnvuOcOFesstt6C6uhq7du1CS0sL5syZg6ysLBw+fNhY3ohbROvr63HjjTdi9+7dWLduHX784x/D5XJh48aNsFgsaG1txccff4zPPvsMNTU1xtp7f/7zn3HixAk89dRTRqxeXV0dRo4ciZUrVxr3y759+9C/f3/s3r3bNJi/qqoK1dXVaG9vx9KlS+Hz+XDkyBEsX74cdrsdwWAQoVAIdrsde/bswYABA9DS0hK3DiL1R1NTE2677Tb4fD4EAgHs2LEDPp8Pzc3NcLlcxncAAGpraxGJROB0OvH73/++W5aj7kwO4N8nNf5RTZnCyzxXQfwmPI1z8AwTBEEwQ0tx5lYxgL/ouj761P9LAbSaPKTuAwBd1//91P+vAliq6/rbycr3+/36yJEj0dLSAgAIBoMIBAIIh8NxixfT4BMOh2G329He3g6Px4NgMGg82LnIoONU+GBgtVpht9vh9/thsVjQ3t4eJy7ISuJ2u5Gfn4/Dhw/j6NGjxmw6HmhN5/N6vYb70+12G3+7XC7k5ORgz549yMzMNOpms9lgt9vR0tJixLR0dHQY7aJjXS4XsrKy0NTUZMQfNTQ0ID8/H2PHjsVrr71m9BdPYMpzL0WjUXi9XrS1tRlWj2uvvdYQSQDQ0dERlz+K+p4GTRJEFKumrvtHVkKbzQaLxRJXJ6vVavw/btw4HDhwAM3NzZ3OR+KVjqPtdE00Tesy8ajNZoPL5cK8efPw1FNPwWq1wu12o7W1FQAMFy+56ygOjcfC8WS1PC0BCXw1MS2VGw6H464vCXJufeOfRSKRuOOoLhSfF4lEjP6me4/qH41G4/al+/BMEs+mIrbUAHhVXPEXHXpBoPYAJ2d/trW14cSJE1t1XZ/Y7UqeAel+hmma1iv8oX0lwaMgAL3/ftZ1PaW307OJ0fp/mqbdAmALgG/run4cQCGAarbPwVPbUoIGNT6FHjj9tk1pEfiMKXJNqe4KswEjkSslHA6jqanJEDRkbaBZgm63G83NzWhqaooLgucxKbquIyMjA21tbYaIiUajhliiGKK6ujrD3UQz02jRZbLOkMjkloLW1lZEo1FDgJEYdTgc+PTTT/Hpp58COJ29nAZZnvOLyqf6kWBdtWoVnE6nIUAoJo2uA4/TomBmHv9FZVOf83UducWPCxhN01BTUxMnZLh4Ul1LtF2tC11rfr9QDBjVnyZOhEIhIy4uFosZ1j5uZeMWQOoj1ZJK15WLQaqbWga/J7kFlvqLhJfNZuuUX4r3L90XdA4qh0Qz9Rf1/Zku89Rdy1YqaVNUuruOaRrp8WeYIAiCypk+7f4XQAmAcQAOA3ikuwVomvYNTdO2aJq2hQaUZEkNyTJC27gQIReXGuPFM8eblccHA4qtam9vN/5vaWmB3W5Ha2urYXkgEcB/eBA0paYgUUgWOBoYI5EIIpEI2tvbjYSlJLrC4TBaW1sRCASM1BU0gNISPiSiOjo6YLfbOw2saroHNbEqtZP6nGY3UrwT34+7R2k7CUzqUy6muPjk4ocsf3zwVxfi5teAzyLkljnanye0JVFF+1I5dEwkEkFTU1NcsDxZ5OhctB/1o2pRI6sXHUvn4RY3bkGiMrh4JMxEGIlyaj+VZ2bJo/LperW1tcX1K7kRe3IZpa7g151v47MNVbrrpkwDPfoM6+nKCYLQdzgj12Giz87U7J6VlaWXlpbixIkThiUiEAgYb/7ccsRdhNFoFBaLJW4g43FFPE6EhAMXWDR4qeux0cBFQkJ1G1GZdC4+xT+V9RO5GOF1VsWfGquWDPU6qkHx3aE7xyaqb1/hXMYVqZMPkl1zdXUCszK6c/3Ue5K2dWWZAhB37/Jtar467jpsb2/H8ePHz5vrMNFnF7rrUBCEc0eqrsMzsmhpmjaQ/ftVADSbZxWABZqmOTVNuwTAcADvplImTz+gug/JssIf4mRJ4QtLJypT3aYuTqzup1rH+Lnob5o5xa0tyaC3ftUlSnDrHLcamdXPzIKgulTPNX1RZKmks1/Vsvn3IVGcIb/mhNl9diaoIivVPHV8WzL34Pl2HabjGSYIgmBGl4EcmqY9C2A6gH6aph0E8G8ApmuaNg6ADmAfgDsBQNf1jzRNex7ADgARAEtSma3DBwcSMTzIWhVFXASRm4WLETOLUSLIMkCDA4kpPsiYCbHukEzUdSUQu3uucy2y+rrAOp/t41YrLnzMrE/pgJ/H7L5VXxq4xZky+XOLcaLZwOnmXDzDBEEQEpGS6zDd+Hw+fdiwYUYMErkNqW402PCHPQkxu91uxDGZWatIQHEXIHDaNUOzzJKJsq7iXVIRT4n2V+PSEqEOtMkG2bO9pmfjdhTOjETXU72X1W09dc6uXk7M6qfe56rV2eVyGZYtciVSAuJAIHBOXYfpRlyHgnDxcS5mHfYY9DacaKYgX1eQb6eA8WSLDPMgZbVc+q3GSgGnhZiZNaorcaS+uScTUKlarHjfpDIoCz2DGqPVkzFbycqi+y9ZfF9PuwfN6mdWr0Sfqy5E1cqlnlsQBOFioFfMsaaHLoki1Q3Icx3RvvzNuauYFIob4W/cZpndzWKhEglAfu5En50p3XGv9FRMjmCO2Wy6dJ4nmfAieCwe/+lJEgk5Mxe9GTRJxWxyCpUvCIJwMdArhBYAY/YeBZnzmYb8R8Vms5kONGbL8nCRxUWXKu44qYgYLnYSxZMlQhVVXQUQJ/tcBq/0QfGAPdnHie4rLk7UGbfdOX8q1qqu7m+ze5t/H9XJG/Q7FosZ303+UiQIgnCx0Stch8DpdA2U2BLovG4hn/LOH+rJpsKrQe20H881ZRZcrM46TBQcb/bmn8wlo7oUeRC+ilk5XbVT4qt6Hk07mdWc7gW+CHY64qWAxDF5Zi7trspNJd4qlTpxEq1xqGmakR6FYrLMvjtyfwqCcLHQKyxa9Ebc0dHRaUChQY2/QfMM4xSnpT64ebJHsnjpum5qxaIBlMScml6BL8zscrmg6yezjfO3fC7cSDzR5/Q3n+HIl/ehgZzXZdKkSUa5uq7H5fKi8qiNfPYl1Y3XhfqUJ7bki1CbxX8lGpzNUkiY/a32B/9N9eDnVuvDy0xWViIrk7qYOO8rtS/UNqj/W61W3HjjjfjOd75jXC9+XRIdQ9vy8vKQnZ3dqXwqBwBycnKQlZUV9zldR1rKiC+pxBPA8vPydplZq1TxdqZuRzU5MMFnGPIXm/OdzkEQBOF80aueftyCxR/QZO1SXRcEZdPmb9CJEofywQ2AIbDoc57egUQVZaR3Op3o6OgwltChwTszMxPZ2dmGIOMzGc2ytFMdSUR6PB5MnTrVqIfNZsOECRPgdruNbOG0L8+UrmZSJ1dNKBTCqFGjMGLECJSXl6O8vNwQcCNGjIgTJ/ycVL46OFPW99zcXMycORNerzfOekH787/5BASXywW/3w+XyxVnYeHn4SKCCxjef7x8fp6rrrrKqD9dAypP0zTMmDHDuH9IYFDfqdfITHTk5uYCAH7+8593ygKvTrSg47nlZvDgwRgyZIhRP2oHlWOz2XDJJZegpKQkrizKIk8vFlRvnkne6XQabXI4HHHt6oqztSqprkNCzbelnq+7LlAhdVRXr/zIz4Xw09fptULLDBo4+dIetAwLF1t8ACXxZRanxRMvkpgATi5jEo1GjbUENU2D2+1GMBiMcyXS4O73+zFx4sS4JVv4gB+NRuF0Oo39w+EwfD4fHA6HIZzGjh1rWLmsVityc3MNMcfX2qNZmHa73VgWiKPrJxd7/sIXvoDbb78dEydONBaLvvLKKzF16lREo1FkZGTgJz/5Cb7xjW/A4XAgKysLc+fONQZyAEbbQ6EQvF4vHnjgAQQCASxZsgQulwsejwfDhg1DcXExABjrNmqahtGjR2Ps2LFwOBwYM2YMvvGNb+Dee+/FHXfcgby8PDidTuP6lZaWGtfE4XAYgoH3H61FyEUE9UtZWVnCZXEAYMSIEcYi3LREDd1Puq7HiXizlAUVFRX4y1/+YixybrVa4XA4jLL49aFydF039uNWplAoFLeSAYnpxsZGw+rFxRO1g6xadP/w5X3o3qU0J6q7MJmoUR90vP7dgb6batJSFfpctTgKgiD0VXqN0CIRYbacDllqOGqskzpgcBFFYov2JeizUCgEh8OB0tJSuFwuY/CiRYUtFgs6OjrgdrthsViMRIyU6ysYDOKSSy4BcNqiQlYwEmS0uDTVbcyYMcjMzEQoFEIsFkN+fr4xYJLI8/l8RtwaF1wkfriVi8fthEIhhEIhbNiwAX/+859RXV0Nq9WKWbNmGaLl8ssvxxNPPIFoNIqioiIUFRUZAyQN2KFQKM7at3//fmzfvh0+nw8zZszAhAkT0NjYCJfLhS9+8Yt49NFH8ZWvfAWXXnopxo0bBwDw+XwYOXIkVqxYgWXLluHxxx/H7Nmzcckllxj1nTNnDrxer9FWdTHlG264AW+88QauueaaONcZtcXlchn7k0uNu2bdbrfRJlrEefr06cjJyYkT58BpCxUXT8OGDYPf7zeEHvVNeXl5J/cdv0+pPTabzRB6/fr1i9uPRJPNZoPH4zFEZmZmJhwOh/EiwUVmbm4uJkyYgNzc3DjrLrka+ZJQZ2M56kpscVFlBq8bn73b1QuVIAhCX6LXBMNTrBVgngVb10+ugagKpkS5rhKdg5dJZGVlYezYsZg0aRLq6+ths9nQ0NCA4uJirF69Gs3NzQgGg3A6nQgEAsjLy8Pw4cOxefNm2O122O12ZGVlGQsRk2uHC6Bx48bhsssuQ1VVFcLhMILBIDo6OlBYWIiWlha0tbVB0zQEg0HYbDbk5OQYbkoaZKks1Y3IFxx2OBxwuVyorKzEc889Z/x/1VVXYfr06QBODnQ5OTm49NJL0dDQgN27d2PhwoWoq6szrCd2u92YmKBpJxfMdjqdWLhwITZv3oxAIACXy4VQKASXy4UhQ4bgpz/9Kfbt2we/348hQ4bghRdeQCgUwuTJkzFs2DC89957eO211zB06FC88sorRv8XFBQY7afrQ6KitLQU48ePR1VVFerq6nDllVeipKQEDocDO3fuxBe/+EXk5+cjJycHDQ0NRl+QG5j6xePxGAuEOxwObN68GZqm4YEHHsCbb76JqqqqOEsZ9fGgQYMwZcoU7Nq1CwsXLoTdbkcgEMDevXvxwgsvYMqUKZg6dSry8/OxbNkyBAIBzJs3D3V1dThw4AAqKyuRl5eHVatW4atf/Sp0XcfKlSs7CbtIJIKysjLccsstuP322/Htb38b+/fvR0ZGBnbt2oXa2lrccMMNWL58OZYtW4YjR47A4/HgnnvuQTgcNu49ul/UCRZmMWj0PVAtYIm2maFawxLlzVJfjGQGoiAIFwu96rXSzF+rTiVP9IBW8/vwY8LhcKeAeYrFikajaG9vx/jx4/H0009jypQpGDBgAKZPn45oNIopU6bgxhtvRElJCRYsWIA77rgDjz/+OABgwYIFWLRoERYtWhQ3SIdCITidTqNO0WgU999/PxoaGlBRUYGKigp86UtfwjXXXINf/epXWLhwoRHHVFhYiIKCAsycOROTJk0yRAdZsLgriqwEZMGhAP9wOIzNmzfjxRdfRH19PRwOBy6//HL88Y9/RHV1Nfx+Pz73uc9hypQpeOedd2Cz2TB48GDs27fPsKjw2Z+6rsPv98PhcKC4uBhr1qxBY2MjioqKcNlll+HYsWP44x//iJtuugnjxo3DZ599hqqqKtx9993weDwIBAK4//778be//Q2BQAB+vx9NTU2Ga5IsSnT9SVRGIhGMHj0atbW1KC4uht/vx8KFCxEIBNCvXz9ceeWV+OlPf4rq6mpkZmYa15bXOxqNIicnBy+99BKmT58OTdPwrW99C263GzabDYFAAGvWrDHcdaqQra+vx9q1a/Hcc8+hpKQETz75JB5++GGUl5fD7/fjS1/6EoqLixEOh1FWVoYnn3wSf/vb3zBx4kTcdddd+J//+R+89tprCIfDaGhowCWXXGL0MY8bA4BrrrkGVVVVhsv14MGDyM3NRVNTE5544gn86U9/wpEjR1BbW4vJkyfjnXfeweDBgw2RRW5t7lLuynJ0NhYvvv4n/82X2zGzXtF1EQRBuBjoVULLzA3B38zN4j6SBb8TZm/dHI/Hg8LCQkyfPh1utxs7d+6Ey+XCa6+9BpvNhj179uCmm27C5s2b8emnn2LgwIH4whe+gEAggEOHDuG5556Dy+Uy3JwOh8NwUem6DofDgbq6Orz11lv43e9+hzVr1sDlcqF///7IzMzE5s2bAQA/+9nPcM8996C9vR2bN2/G+++/HydEHA4Hpk2bZgR/82BC7pYpKiqCy+VCRUUFZs+ejUWLFuHJJ58EADQ3N+PYsWNobGxEVVUVfvnLX6KsrAx+vx+XXXaZ4fIDTrtByaIVjUZx4sQJ/Ou//isOHjyI2bNno7y8HD6fD3fccQecTiduu+02LFq0CNdccw2Ki4vhcrng8/nwne98BzNnzkRmZiY8Hg8GDRoEu90Ov9+PESNGYOnSpZg/f77hDqM2Pffcc4hGo3jyySdRUFCAH//4x3jhhRewYsUKNDc3484770QkEjH6m+AxQOvWrcMzzzyD8ePH46677kJ+fj6GDBmCYDCIvXv3YuHChUb8HY+9i0aj8Pv9eO+99xCNRvGf//mfyMjIQDQaxYYNG9DR0YEHH3wQmzdvxrvvvouamhp897vfxdGjR/Hkk09ixYoVWLx4MZqbm5GXl4fS0lKMGDEClZWVxr1BMW2HDx/GE088gTfffBMfffQR3n77bRw8eBAvvvgiduzYgZ/+9Keor69HRkYGHnnkESxZsgTbtm1DY2Nj3MQLEoo8Fq0rsZVqcLoqmtT0DamUIZYsQRAuNnrFWodut1sfNGgQTpw4YcQfATCsUaobg96egdMDKncpcvcFdxfyv0mcUWD5Qw89hDfffBPNzc34+9//jsrKShQVFeGhhx5CMBjEd7/7XTz00EPw+Xz4wQ9+gKqqKjQ0NOBrX/sa1q1bh5aWFrz22muwWq1GXBdw2gXj8/nQ0dFhWGwKCgpw9OhRPPDAA1ixYgXy8/PR3t6OsrIy/Pa3v8X111+P5cuXQ9d1wyUUjUaxePFiFBUV4Uc/+pERi0N9Q33hdrtx0003YefOndi2bRsKCgpQW1uL0aNH49ChQ2hrazNizGw2G8LhMMaOHQsA+Pjjj43EsdwNBwBf+cpX8Le//Q0jRozAgQMHEA6H4yYNkCuT6kKfWywWeDwetLS0QNM0LF68GDk5OVi7di2qq6tRUlKCY8eOISMjA/v27Yu7N8gVRu5YLipo0gG1gyxEZm4xr9eL+fPnY9OmTdi3bx9CoRBmzpyJsWPHoqCgAEuXLjXcl/xY4GScGd2bPD0InwUZi8UMdyt346krGKh53+h4ah/9Vl3nvP0UzxaLxYyUKGQlcjgchjWQi81kedrU3Fy0jdfDbEkpiinkM4R5PCSfOcrP5Xa70dHRgaamJlnrsIfpDc9zQeguF+osZD3FtQ57hdDyeDz64MGD0draagzO9PCmQHCazs7fqmmJD3VAMXM/mrWTHvx2ux0/+tGP8O///u/QNA3t7e1wu92wWq1ob2+PK58H2QOnxaCagoJDsw6pDWShisVimDNnDgDg1VdfhcViQTAYhMfjMQQMH0R5YD8XHVQPapPZjC5eZ3XwN/ub4PFS/Dy0HwVgdydWjotQ7kJKdi+qX8QzmRVnhprOojvJQFMp32zShtmxagJQs9mPatwViRzVSpvIgpXsmqjiMtnndC+p/UYvLVRP+h84GfRPf3s8HkQiERw5ckSEVg/TG57ngtBd+rrQ6hXB8OSySTSDSQ2eVTO8k+DgAzgQn7fHbJDhqR0aGhpgs9nQ1tYGp9OJSCRiBIBTkD4dow5kZrMe1TxfZKUji0M4HIbX60Vra6shrMgK0tLSEpeLi0NiTm0P30+16lB9uDVGrTuvs5lQTTTwm2XN78pVRft0Z1AwmyBxtpyLWCGz68TbkqxeJMbNhLHZ/wA6vQSkSipCUd2P/50obxafzGIm6gVBEPo6vUJoAYhzOQDmA2syF4cZ6kCQyH0SDoexceNGwypltg8XITy5Jp2Hz4JMJjTIWmexWBAKhTBp0iQsX77ciA0KhUKGC4qLSN4XqhUokbWD6kPtNxNuqmgzGwATWUzIImU2E9SsDIL3V7LzJiujuySaYZfOAd/sHubX0uyeVGcKqjP5urpWiehObBQX5PzcvC20XY3PSuV7IHFagiBcTPQK16HX69UvueQStLS0IBgMGoKHcjrxWYQkGOg+JQ9MAAAf6klEQVRv/tZvJsIA80Wj+SDIE4zSubhLST1WHfTUcxO8vup0forjoSD3jo6OuO2Uw0u1fqiChQstfs5k9VbpavA2EwuJzpEOy9OFQCLXZqLUCWb7qcKL/k903XjZyVyHZyKyACS1FPN7n9eH3xeUb85isRiuw1gsBo/Hg1gshsbGRnEdCoJwwXJBuQ6B0w9ps0HFLAcQ0Hm9tUSCR4W7M/hsLZ6iATgdH8YHGG6NUV0hZiKHp3ggawa3StlsNkNkUWA6/aa2JWqPmbDjv1WSiTAiFV+5metSrc/FJLK64kytaGbWITNBlcwqdjakMpuXv+RwoUiWTv4//c1d8YIgCH2dXiG0yG3Gl89JNuCr7kLuWuQPd54mQE0TwcuigZACv7mlyWyJG7O4KaI7gxyfOcetX1QX7pYxC1ZONfico1oiEsVlcS7UQMUzJVEfJyOZBStVkl1Ds8/S7YJTA/nVNBCqEFOtb/x/uqfNLGGCIAh9mV71tFOtWupv9W8AnRbQNQs+5rm21PIpzogn6KS3b5olBZyZhYYfw5d04QIqEokY0/EpYD4Wi3XqCzPxyS1t/CeVOpMrVj2mq3bw8yY7x4UszlLpk2THnk1ZZ3PudNIdYWQmwNQJLRfy/SEIgtAdepXQSkSiN3c1bw89zEko2Wy2uAV91WOJaDRqpHOgVAwA0NbWBiD54GkWB6XGtNB+ZDHjFjma4UiLTuu6bqxxRykc1PN2ZzDuav9UBryu9klU/pkMpr1pAE6n4Ek0e+9MUEVQV/dHIhe92QxD/sMTlKYivMiCxe9BNRu+IAhCX6dXCC11oFHjPSjxo81mM8QUz8/Dl/5QXYV8kWp+Pm4NslqtCAQCxlI9PB8WBdvzY8iKFo1GYbfbjYEjmTvO5XLFzSIETqdqoLJIVJFlS7Uc8UWlefk8b5Yac0b/AzDqSgKVD3hckPKM8Hw/HgunDpZqXc3K5sKX70/b1Fg5dT91mxpTp26n37x8Fb4t2eeqYE8kjqjvEp2DT7ogklkj6brruh53/egzdbIF7U/fAe5W7wruWucuUFWYqS5Evh1A3PeR53uTtA6CIFyM9BqhRW/LapyV2awm+uGxXSTG1DQRZm/v9GbNBwOHw2EMZMBJYQScDuqlmZBULz54Op1OQyzxeC/KnM2zpNP5CZ4Fn9rI3/x52xOtX6dmyaeM8QBM83FR4lTK5k4uTD4JgNeDr0VIx3Nxwz/j2cB5f9M5SPjqum6IF575nbfP7XZ3KpcLRzVuTZ3koA7qfMYnF7tUPv+bL8NDaxPSMbxeat3MRDLVmeL/6H/eFr4vF/VcLFKeNWoj1Zn6n4vCRBMWiO7Ed6miib8UnKnVsjdZLgVBENJJrxFaZoMLEJ+zibstuMii/1WRZXaeZJDbkNbO8/v9GDlypFE2CTFaYofe0nmGej4A8ZgrEjKUIZ4GXipXTU0BnLackTWDtlP6CdViQ/tyKxQN7HQccFIoACcFVSwWw5VXXmms4Uf9yuuiZqF3u91xA7yavoIvakzbuKWKrhuJF+orbikEYMzG5NvofLSdlughcUTbgJOCKjMzM26RaGo3v0+42OELdNNndB1pP8rYr7bZzIpIApPK5K7j8vJyY0kd9d7kFi4SqNRndD4+o4/2o/apGe+pTLO/iWTJSen/rr5Dqc76FcuWIAgXC71i1iGH3Et8cCNXYqLp7OrDP1kCTdXdZLFY4HK5cO2112LTpk1Ghnhy9U2ZMgUffvhh3ABKdeJCg+e9UtflIyEFxM9QpP+5y5MP3nxfKhtAwt9kGaI8XHROEjQ0WHd0dBhtsNvtyM/PxxVXXIHVq1fH7W+3242p+NztSQKI9ytfIogGfC78+ACsfj5nzhxEIhG88cYbxuLQXGTyeLZgMBgn2ii+jY6jdgJAcXExcnJy8M4778T1PQlktXwzV200GsXYsWNRW1uLyy+/HLW1tTh8+LBxTrUMWnuRW+6A01Ym6iev14tjx47hwQcfxI9+9KNOIsjr9RqCn7+A0IsGXUs6r1naB+7q5RbirsQStwjyMniZ9MLB70GzfGyqtZGQpKXpYenSpee7CoKQNi7U+7tXWLQ4arBtoplKZjMT1UEkUdCv+nk0GkVeXh6ampoMYREIBNDc3Ayfz4eMjAzY7XZjcOMWGG654IMJD6qnfbnli6xc5L6jH269oHKdTqdRNsX4cBcmtyhR/UmoRiKRuBg31Wo4ZswYfPbZZ/j73/+O0aNHGy49suToum5Y4YD4WDE+mJKQ4DFxXKzQtVHFzKBBgxCJRFBVVRUnVsi9yfONcTHFy1ctTkRmZib69esHu90Or9drlK1aVLg7Tl2L0mq1ori4GMOHD4fX60VWVhY0TUMwGIy7bgS13+FwGC8N3KpFdff7/Thw4ABaWlrQv39/OBwOo25OpxNtbW1x5yC4e1B165JVTxXpXOSapTgBzGO4VOsU73f+vUxVNJlZrAVBEPo6vUJocXcgkHi9NjU4N9VYDx7DxSGxE41G4fF4YLfb4XK5YLFYMGjQIBQWFiIcDhsWHB4DpcYrBYNB2Gw2w6IEwLC+kICy2Wxxbjfal7uWCB6wTmWrlj5CDTDXNA2ZmZmGaCJLCtWbRKHFYkFeXh4AoLGxEVlZWcZgT/WldmiaZog8nnzVLC6MxzjRPmosUWZmJgBg/Pjx2LRpk1EGtZHEm6ZpGDhwIGbOnIlhw4YBAHw+X1z/03m4i9LhcKC+vh5DhgxBKBTCgAEDDIHMg+PJ9cj7j8qlc7S1tRli2+/3x1ktPR4PKioq4PV64ff7DesmpQvhfV5SUoIJEybA4XAgOzsbXq/XELFcZHKxxsUO9R+PS+R9wMvh4lFtm2pdMhNZdJ3M3PEUr0XlqulT1PMl208QBKGv02tch2b5sYDTweg0WCXLqcVnPanb1W0csirx/z/77DO0tbUhJycHbrcbHR0dcUKGBkRya3KXGXcdUtkk1lpbW6FpGkpLS9Hc3Iz6+nq4XC60trYaAzifSckHbavVCrfbDbvdjpaWFmMwdTqdGD58OGpqaozznzhxAqWlpdi/f7+R6oLEg8fjQVtbGxwOB/Ly8jBs2DCMGjUKv/rVrwx3EBeH+fn5KCsrw759+6BpGtxuNw4ePIjS0lLouo5NmzahsLAQsVgMhYWF2Lp1q3EtuIghK9/9998Pl8uFP/zhDygoKMD48ePR3NyMDz/8MC6eiv5euHAhnn32WbS3tyMzMxO33HILDh8+jNraWgwaNAj19fXYvn07fD4fcnNzsXfvXgwdOhSXXXYZXC4XNE3DgQMHDGuR0+lEIBBAKBRCaWkpdu3aZVjGuPAioTF48GB88MEHaG9vh9frxZQpU/DOO+/A4XCgvb0dr7/+Om699VYEg0E8++yzcWKY7oF/+qd/woEDBzB9+nR861vfwsyZM+H1ejFhwgR4PB5MmjQJhYWFePnll2G321FeXm7cH0eOHIHdbkdzczPKy8tRWFgIu92OmpoajBw5EjU1NWhra0NLSwtmzpyJmpoaHDt2rNP3SbVEdSV2VKsyF0rJgu1pH3X2cCrnFARB6Gv0CqHFLSH0cOZv5GaWK27xIqEDJF6ol37MkqDSkjeZmZlobW1FS0sLOjo64PP5MGrUKCxYsACvv/46Dh06ZLgBgZOCrl+/fqioqIDP58Pzzz8Pq9WK/Px87Ny5M86tRe2xWCy49tprMXv2bLz66qvGgL9161Y0NTUZ7aKAZ4q3ikajGDBgAObNm4eSkhLs2LEDQ4cONQbhRx99FOPGjYPL5UIsFkNNTQ2OHz8Op9OJAQMG4O6778bSpUtx3XXX4a233sKgQYPw+uuvo6ioCHv37sXTTz9tpMxQXWHjx4/HJ598gsrKSrz88svIy8vDrFmz8PLLL+Puu+/Gli1b8MMf/hD3338/pk6dikgkgpqaGuN60nWyWq0YM2YMjh07hscffxyzZs3CsGHD8NZbb+Hw4cNx15VbyJ555hnMnTsXb7/9Nvr164ff//73+OY3v4mKigq89957OHDgAObOnQuXy4W8vDxYLBbs378fdXV1KCsrQ0FBAWbMmIHDhw+juLgY2dnZeOyxxzBz5kyMGjUKGzZsQFtbG3bs2BEXU0Xi9u6778aDDz6IQCCAL3/5yzh+/Di2bdsGv9+PCRMm4C9/+Quqqqpwyy23GO5GagMJt0svvRSNjY2IxU6u9Xfo0CFs3LgRs2bNwsMPP4zm5mZUV1fD5/Ph1ltvNRYaX7x4MWpra+HxePDuu+/i85//PD766COUlJTgtttuw3333YeZM2fC5/OhubkZx44dw7x58/Db3/7WEPvcOsqtmV1httSU2WxJM4s0/TZzN0qaB0EQLiZ6xesluUPMYniAeAsVFyIEzyvE3Xq8HO5q4e4NEhehUAj9+vXDz372M+Tn52P48OEATrqNVq5ciUOHDhnHkKVD0zTMnTsXdrsd69evx+WXX45HHnkE8+bNw2233RYn+GigC4fDGDlyJN555x18+umnGD9+PObOnYtp06Z1iv0hyFV3/fXXY/ny5Whra4PVasXDDz+MRx991HDF3XjjjXC5XLj33nvhcrkwb948tLS04Nprr8WqVaswf/581NfXG4LBbrfD6XSiqqoKFovFiMni5wROuupmzZqFiRMnYsiQIcjLy4PX68WkSZPg8/nwD//wD8jKysJXvvIVjBkzBi6XK06ocEtjS0sLiouLsXDhQmzduhXr16/H8ePH0dTUhEgkEpf7yWq1wu/3Y968ecjKysLo0aMxYMAATJgwAYcOHTLi6Nra2jBlyhRs3LgR+/btw7Zt2zBkyBA0NTXhpZdeQiQSwaeffoq6ujocO3YMu3fvRmlpKd544w3s2bMHBQUF+PrXvw6v12tcVx5svmbNGlRVVaG+vh6hUAjNzc24/vrrMXfuXJSXlyMzMxOVlZUYM2YMrrjiirhgeyrnn//5n7Fy5UrU1dWhqKgIANDc3IyamhqsXr0aW7ZswSeffIKOjg6UlJSgoaEBdXV1mDhxIl555RV4PB6MHj0agUAAuq5j5MiR2Lp1K3JycnDo0CEEg0Fs374d+/fvR319vdHf5HK+++67jZQlVL9kFin+PaR7nn/PgJOzT10uV9yMWBJ1/HvC066Q+9ks35ggCEJfROsNb5bZ2dn62LFjceLEibjEoeRCUxeh5W/HZkt98NlSPHg7HA4bbjSC3sYXL16MtrY2440/GAziT3/6ExYuXIjly5cbgdgUd2Oz2eDxeDB79mzk5OSgqKgIP/vZz7Bs2TJ8+9vfxnXXXYfly5cbeaxoGn84HMbVV1+N8vJyBAIBzJ07Fw888ADC4TD+7//+z4j3AuKtKgDwve99Dzt37kQoFMKwYcPw7LPP4ujRo7jqqquwadMmjBs3DllZWbjmmmtw11134Yc//CF+/etfY/LkyYZrbcKECfjkk0+Ql5eHl19+GUOGDMEnn3zSyULB0zZomobc3Fy43W6UlJRg7dq18Pv9yMjIgMVigd1ux5EjRzBo0CAsXrwYa9aswV//+tdOsy9pRl5ubi5aW1sRCoWQm5uLUChkWPb4NaHzk/stFovhgQceQFVVFaqrqxEIBACcdjNSvXlcGlmU+DXPzc1FW1sbAoEAXC4Xvva1r6GwsBA/+clP4qxQVOecnBwcPnzYSIFhtVpRUFCAAwcOGPen3W6H1XoyX5qaToLuSbfbbdy3AwYMwLFjx9CvXz80NzdjypQp2LZtG06cOIGBAwfi8OHDiMVi8Pl8aGpqMlYLqKysxK5du1BbW4svfvGLOHDgAHbt2hU3ecDlciEQCBiTLSjeLRAIxK2pqU4e4Neff9foevAXAG4dU2O2+PeOZkgSPA6yoaFhq67rE00rcYGhadr5f5Diwp2VJQip0Nvub13XU5rZ02uE1uc+9zlDaAWDQSMuiccrEcmElhqLRSkMYrFYXPwRfQacfPjfeuutxgyzPXv2oLq6Gjt27DDOEQgEjBgjGmQikQj8fj+ys7PR2NiIlpYW+Hw+tLe3xwUo86nylE6CxGMsFjNmmQGdUyKQK1TXdQwePBiZmZnYs2ePETOmzgC84oorMGvWLNx///1GP5HA4fmxSMRxFx2/F3g6BxpkedyZmn6jsLAQ5eXlyMvLw/r167F///64svm14+XT39RXZvD6LVmyBBs3boxzTfIYPB5PR9t5n6qC4Prrr0dTUxMKCwvxzDPPxNWP33PUh/ycVA5ZA9V+4/3pdrsNaxSVx+9HHhtGfUEil9rudrvR1tZmiDqLxYL29nbjb+7qo/uei1cqo6OjI2FSU3XmLu8PmklJ8HtY/T7y7xZ9f0mUkwA/fvy4CK0eprcNRILQk/S2+ztVodUrYrSAznl6gPgHeKrwt2wq1yxmC4h/W6+ursZnn32Guro6AIDX643LfUUDKLf0xGIxNDc3o7W11XARtba2xgUCc7cLWdS45cztdhsDOKUw4Ak/uZA4cuQIjhw5gmAwaMxW47mz+vXrB7fbjWPHjsXF5lD56nJEPDaOW2G44FEtFrz/KMBd0zTMmjULq1evxoIFC1BfXx9XLy46uOik86kz67gAU3OMVVdXY+zYsdi+fXvcdaE+IxGhplOg60ifkWgYNmwYxowZg1/96lfG9eL5rqgP+HXhgeVcTJF4Irgoo8kQ5DLjCVppUgWJOaobv4+j0aghsihon0QL5Tuja05imPqbYh6DwSACgYCRlDcR6ssXuRJVYabGZNHfajC8+n2k/hUEQbgY6BUxWoRq/TCzUJnBH+LqGzUf5NUcXfR3OBzGtm3b0NDQYAwQjY2NcUHA5EYisUSDiMvlMgZHsviQpYLOHYlEEqZl6OjoMPalNAoUq8QHdBqEqd6UOoIC5r1eL4YOHQqv14udO3ca9VZzclEsHIk04PTMQDXbOB3H42nU6f7Uh1VVVbj++uvxzDPPoL29HcBpMUGCgl9fOifPscX7mv7mFrtoNIrt27dj586dnSyGfHajmhCVwxOJer1elJSU4P3338fx48fjRA+3/vH1Cel68vQP1HcU48Zdl7xttA+JMdW6RgIqFosZVl3K30Z9Hw6HjfQOZGXt6Ogw9qW+DofDxjYqj/eHaiUGEluH1Tg79QWIp2zg15iuPb1E8NgtmX0oCMLFQq982tFDuzsP4+5YvtTZVCRqyGJAgzAfbEhE6bpuDGhkZaBBjwsDHudD/1O8Cl9XkSfn5DFGtI3EFtXDLGmnzWZDW1sb9u/fj0mTJmHDhg1wuVzGZ9QOslzxWBue70oVDyRiyJpDbVZFYzQaRWNjIx577DE0NTWZuidJpFCbE107mhHHRSrtTxaid999N+54mtCQCD5zlYua5uZm/OQnP8Hq1avjhCe/Troev4wR9ZWau4xiu3i8GBe0lA6Erie1JxKJGPUnUcXzlAUCAWPJJG7BCwaDRnA7lRUKhRAKhYxrT4KL0lqoVlOOKrKobdx1zPvTDFVwqXm1eC479aVKEAShr9JrYrQmTJiA5uZmIxieBhNyuRDkrjFzDfKYJhIm3IWhJuzk7j01noc+o0GW9lNnO9IAp7rcSMxwocYTTKqxYjyeBkAnt5saIE7lqCkxSJSplkBaMobHAqlxQTT4qXVR26YueUPiiSw1PGaK1191X3LXGa9DsnuSx0Dx8tS2cKGbLPaMu/+40E1mFVPrmmh/s8/V/qTrbBazprpUuXDlLlDajyxetD/dC/x60TlTSbFAfcxXFEjkAub9TnVX28pd6bquo6mpSWK0BEG4YLmgguH9fr9eXl6OEydOIBwOdxJbHLP4Di6w1AGEgs1pNhjtx90xPLiZjuFuQzPMLABm8WBcwHVFsmthdjwXjWb79YZrK3SfVK09/H5TXebqfqmchwsnNS+W6i5W9+cCTLX20eckrClhrAgtQRAuZC6oYHj1gc+tDQA6CSfVapDMxWixWBAMBuOCy/k5eTwQP1dXrkhVnCU7xmxAM/sskdXgTBCRdeFiZinqCjOBzy296md0HrUMNc4qUflqmhSg83dRbYc60UUQBOFioFcIrTPlbN781Vljiaa6A4kHhVQGCzX+KBWSWa+6KiuVQVqsXr2fRGIcOPtlbBKlRuHlk+vb7P5QXfVq3cxeELp6IRIEQeir9AqhRQHH6myurkQAt/zwbclmUyUrR92/pwJ2zQadnizvTD9PpR5nY1UTzi9cKKlCSoVeRiiGimKr1ON4jKTqKuczRFURlkw4CoIg9GV6jdBSY6tomj0nkQUp0Vs3PegpCJ7nZKIBhaMOQGcrMLrrAuxKkPW04BEBdWGgWinNRI5qfeUzYOnzrr5PXb2QmB2fKC5RPT/fP5VzCYIg9BV6hdAiSPzQlPRkQelqPJO6XY0f4Q/5VNxr6my0rujqjf1MRFN3XI3pEk0ixs4N3b0/UnFbq7GNiY5V88rRsWZiSHWFcwsXHUN/m7m71RhJQRCEvk6Xr5WaphVpmvaGpmk7NE37SNO0u09tz9E0bY2mabtO/c4+tV3TNO2Xmqbt1jTtA03Txqdwjk4P9VTiUrgIS+QaoTdrPkWdjuUzGNU8S2Z1SER3xYiIF0GFu8vN7o9E2wmz7wBto5cMs3gqMzc5Jd0NBoNx646Se58vi2UWUE/bEi3w3lVbepJz8fwSBEFIRir2+wiAb+u6XgZgCoAlmqaVAbgXwFpd14cDWHvqfwC4BsDwUz/fAPC/qVSEUi7wVAjJYqXo7VgdYHh59MOTZqpv1IlmYNEglGjh3e5wLgaW7lgIzETlueZ8n7830l0rZ6J7V0VdIsdstix/aeFrjFLMpHpeSltiFljP66pa0pJ9Z9PEOXl+CYIgJKLbebQ0TXsZwH+f+pmu6/phTdMGAnhT1/URmqb9+tTfz57av5b2S1SmzWbTvV5vp+BbNTlpIs5WxMi6a8LFzJnGAvLjzIRWV0I6Eomc8zxa6Xh+ndpPzNSCcJGRljxamqYVA/gcgHcADGAPn3oAA079XQjgADvs4KltcQ8qTdO+gZNvjACAlpaWhA/4rh7Y4ooThDOnJ3K1XQgvKz35/DpVXtwzTBAEwYyUhZamaRkAXgRwj67rJ5R4J727b3S6rj8O4PFTZevJHvYipARBOBt6+vl16ri4Z1hP1VUQhL5FSnOsNU2z4+RD6hld1186tfnIKZM7Tv1uOLW9DkARO3zQqW1nhMTxCIJwNpzP55cgCEIqsw41AE8C+FjX9Z+zj1YBuPXU37cCeJltv+XU7J0pAD7rKr4hGWLNEgThTDnfzy9BEIQug+E1Tfs8gA0AtgOgqPTv4WScw/MABgPYD2C+ruvHTj3Y/htABYB2AF/XdX1LF+fQT/0G0DlzuYgtQeiTpD0Y/lw8v06dRx5SgnCRkWowfLdnHaYDeUgJwkXJOZ91mC7kGSYIFx+pCi1ZB0MQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDQhQksQBEEQBCFNiNASBEEQBEFIEyK0BEEQBEEQ0oQILUEQBEEQhDTRpdDSNK1I07Q3NE3boWnaR5qm3X1q+1JN0+o0Tas59XMtO+Y+TdN2a5pWq2nal9LZAEEQhETI80sQhPONput68h00bSCAgbquv6dpmg/AVgBzAcwH0Krr+sPK/mUAngVwGYACAK8DuFTX9WiScySvhCAIfZGtuq5PTOcJzsXz69Rx8gwThIsMXde1VPbr0qKl6/phXdffO/V3C4CPARQmOeQrAFbouh7Udf3vAHbj5ENLEAThnCLPL0EQzjfditHSNK0YwOcAvHNq0//TNO0DTdN+q2la9qlthQAOsMMOIvmDTRAEIe3I80sQhPNBykJL07QMAC8CuEfX9RMA/hdACYBxAA4DeKQ7J9Y07Ruapm3RNG1Ld44TBEHoLj39/DpVpjzDBEHokpSElqZpdpx8SD2j6/pLAKDr+hFd16O6rscAPIHT5vU6AEXs8EGntsWh6/rjuq5PTHeMhiAIFzfpeH6dKkOeYYIgdEkqsw41AE8C+FjX9Z+z7QPZbl8F8OGpv1cBWKBpmlPTtEsADAfwbs9VWRAEITXk+SUIwvnGlsI+0wDcDGC7pmk1p7Z9D8CNmqaNA6AD2AfgTgDQdf0jTdOeB7ADQATAkq5m7AiCIKQJeX4JgnBe6TK9wzmphEyNFoSLkbSndzhXyDNMEC4+Uk3vkIpF61zQCKDt1O8LmX648NsA9I129IU2AH2jHYnaMORcVySNtAKoPd+V6AH68v12odEX2tEX2gCYtyPl51evsGgBgKZpWy70t9u+0Aagb7SjL7QB6Bvt6Att6Iq+0sa+0I6+0Aagb7SjL7QBOPt2yFqHgiAIgiAIaUKEliAIgiAIQproTULr8fNdgR6gL7QB6Bvt6AttAPpGO/pCG7qir7SxL7SjL7QB6Bvt6AttAM6yHb0mRksQBEEQBKGv0ZssWoIgCIIgCH0KEVqCIAiCIAhpQoSWIAiCIAhCmhChJQiCIAiCkCZEaAmCIAiCIKSJ/w//I8YtakhIzwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ind in range(10):\n",
    "    x = paragraphs_dataset.x_train[ind]\n",
    "    y = paragraphs_dataset.y_train[ind]\n",
    "    fig = plt.figure(figsize=(10,5))\n",
    "    ax1 = fig.add_subplot(121)\n",
    "    ax1.matshow(x, cmap='gray')\n",
    "    ax2 = fig.add_subplot(122)\n",
    "    ax2.matshow(y.argmax(-1), cmap='gray')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
